diff --git a/3rd_party/OpenCLHeaders/CL/cl.h b/3rd_party/OpenCLHeaders/CL/cl.h
index e98ca1ddb..592091280 100644
--- a/3rd_party/OpenCLHeaders/CL/cl.h
+++ b/3rd_party/OpenCLHeaders/CL/cl.h
@@ -832,6 +832,7 @@ typedef struct _cl_buffer_region {
 #define CL_PROFILING_COMMAND_COMPLETE               0x1284
 #endif
 
+#define CL_DEVICE_NUM_THREADS_PER_EU_INTEL 0x4255
 /********************************************************************************************************/
 
 /* Platform API */
diff --git a/3rd_party/OpenCLHeaders/CL/cl2.hpp b/3rd_party/OpenCLHeaders/CL/cl2.hpp
index 1eeb36d70..738c9a42e 100644
--- a/3rd_party/OpenCLHeaders/CL/cl2.hpp
+++ b/3rd_party/OpenCLHeaders/CL/cl2.hpp
@@ -1110,6 +1110,7 @@ inline cl_int getInfoHelper(Func f, cl_uint name, T* param, int, typename T::cl_
     F(cl_device_info, CL_DEVICE_TYPE, cl_device_type) \
     F(cl_device_info, CL_DEVICE_VENDOR_ID, cl_uint) \
     F(cl_device_info, CL_DEVICE_MAX_COMPUTE_UNITS, cl_uint) \
+    F(cl_device_info, CL_DEVICE_NUM_THREADS_PER_EU_INTEL, cl_uint) \
     F(cl_device_info, CL_DEVICE_MAX_WORK_ITEM_DIMENSIONS, cl_uint) \
     F(cl_device_info, CL_DEVICE_MAX_WORK_GROUP_SIZE, size_type) \
     F(cl_device_info, CL_DEVICE_MAX_WORK_ITEM_SIZES, cl::vector<size_type>) \
diff --git a/demo/exec/CMakeLists.txt b/demo/exec/CMakeLists.txt
index 87eb08984..635b81bc4 100644
--- a/demo/exec/CMakeLists.txt
+++ b/demo/exec/CMakeLists.txt
@@ -28,9 +28,6 @@ list(APPEND MNN_EXEC_DEMOS expressMakeModel.out)
 add_executable(transformerDemo.out ${CMAKE_CURRENT_LIST_DIR}/transformerDemo.cpp)
 list(APPEND MNN_EXEC_DEMOS transformerDemo.out)
 
-add_executable(rasterDemo.out ${CMAKE_CURRENT_LIST_DIR}/rasterDemo.cpp)
-list(APPEND MNN_EXEC_DEMOS rasterDemo.out)
-
 add_executable(nluDemo.out ${CMAKE_CURRENT_LIST_DIR}/nluDemo.cpp)
 list(APPEND MNN_EXEC_DEMOS nluDemo.out)
 
diff --git a/demo/exec/rasterDemo.cpp b/demo/exec/rasterDemo.cpp
deleted file mode 100644
index 5e13482f4..000000000
--- a/demo/exec/rasterDemo.cpp
+++ /dev/null
@@ -1,252 +0,0 @@
-//
-//  rasterDemo.cpp
-//  MNN
-//
-//  Created by MNN on 2020/10/14.
-//  Copyright © 2018, Alibaba Group Holding Limited
-//
-
-#include <fstream>
-#include <sstream>
-#include <iostream>
-#include <chrono>
-#include <MNN/MNNDefine.h>
-#include <MNN/Tensor.hpp>
-#include <MNN/Interpreter.hpp>
-#include "MNN_generated.h"
-#include "core/TensorUtils.hpp"
-#include "core/Execution.hpp"
-#include "core/Backend.hpp"
-#include "rapidjson/document.h"
-#include "rapidjson/stringbuffer.h"
-#include "rapidjson/writer.h"
-using namespace MNN;
-/*
- 1.Raster will do the index mapping like below:
-
-    for (region : regions)
-        src = region.src, dst = region.dst;
-    for (i = 0 -> size[0])
-    for (j = 0 -> size[1])
-    for (k = 0 -> size[2])
-        output[dst.offset + i * dst.stride[0] + j * dst.stride[1] + k * dst.stride[2]] =
-        region.origion[src.offset + i * src.stride[0] + j * src.stride[1] + k * src.stride[2]];
-
- 2. Raster Op has a input and a output, but the input is not the real input tensor, it's a
-    middle tensor whith VIRTUAL type that has many regions point to inputs tensors, like below.
-
-                input_0 --> region_0 --\
-                                        \
-                input_1 --> region_1 ---- middle ----> output
-                                        /
-                input_2 --> region_2 --/
-
- 3. This example read a json file and construct some Rasters and compute.
-    Example input file at $<MNN-ROOT>/resource/exec/rasterDemo_transpose.json
-    The input json file format is as below:
-    {
-       "inputs" : [
-           {
-               "id" : int,
-               "type" : "type_name", // float or int
-               "dims" : [int],
-               "data" : [int/float] // if null, fill with random number
-           }
-       ],
-       "outputs" : [
-           // same with inputs
-       ],
-       "regions" : [
-           {
-               "id" : int, // points to outputs
-               "size" : [int],
-               "src" : {
-                   "offset" : int,
-                   "stride" : [int]
-               },
-               "dst" : { // same with src },
-               "origin" : int // point to inputs
-           }
-       ]
-    }
- */
-
-static std::string runRaster(std::string jsonString, int runNum) {
-    srand(0);
-    rapidjson::Document document;
-    document.Parse(jsonString.c_str());
-    if (document.HasParseError()) {
-        MNN_ERROR("Invalid Json Format!\n");
-        return 0;
-    }
-
-    // prepare CPU backend
-    ScheduleConfig config;
-    config.type = MNN_FORWARD_CPU;
-    BackendConfig backendConfig;
-    backendConfig.precision = BackendConfig::Precision_High;
-    config.backendConfig = &backendConfig;
-    Backend::Info compute;
-    compute.type = config.type;
-    compute.numThread = config.numThread;
-    compute.user = config.backendConfig;
-    const RuntimeCreator* runtimeCreator(MNNGetExtraRuntimeCreator(compute.type));
-    std::unique_ptr<Runtime> runtime(runtimeCreator->onCreate(compute));
-    std::unique_ptr<Backend> backend(runtime->onCreate());
-
-    // build Op
-    std::unique_ptr<OpT> opt(new OpT);
-    opt->type = OpType_Raster;
-    flatbuffers::FlatBufferBuilder builder(1024);
-    builder.ForceDefaults(true);
-    auto len = Op::Pack(builder, opt.get());
-    builder.Finish(len);
-    auto buffer = builder.GetBufferPointer();
-    const Op* op = flatbuffers::GetMutableRoot<Op>(buffer);
-    // build tensors (NCHW) from json
-    std::vector<std::unique_ptr<Tensor>> inputs;
-    std::vector<std::unique_ptr<Tensor>> outputs;
-    auto readTensors = [&document, &backend](std::vector<std::unique_ptr<Tensor>>& tensors, const char* type) {
-        if (document.HasMember(type)) {
-            auto info = document[type].GetArray();
-            tensors.resize(info.Size());
-            for (auto iter = info.begin(); iter != info.end(); iter++) {
-                auto obj = iter->GetObject();
-                int id = obj["id"].GetInt();
-                tensors[id].reset(new Tensor(4));
-                auto tensor = tensors[id].get();
-                auto dataType = obj["type"].GetString();
-                bool isFloat = !strcmp(dataType, "float");
-                tensor->setType(isFloat ? DataType_DT_FLOAT : DataType_DT_INT32);
-                auto dims = obj["dims"].GetArray();
-                for (auto d = dims.begin(); d != dims.end(); d++) {
-                    tensor->setLength(d - dims.begin(), d->GetInt());
-                }
-                TensorUtils::setLinearLayout(tensor);
-                backend->onAcquireBuffer(tensor, Backend::STATIC);
-                TensorUtils::getDescribe(tensor)->backend = backend.get();
-                auto data = obj["data"].GetArray();
-                if (!strcmp(type, "inputs")) {
-                    bool hasData = data.Size() == tensor->elementSize();
-                    auto dataIter = data.begin();
-                    for (int i = 0; i < tensor->elementSize(); i++, dataIter++) {
-                        if (isFloat) {
-                            tensor->host<float>()[i] = hasData ? dataIter->GetFloat() : rand() % 10 / 10.0;
-                        } else {
-                            tensor->host<int>()[i] = hasData ? dataIter->GetInt() : rand() % 10;
-                        }
-                    }
-                }
-            }
-        }
-    };
-    readTensors(inputs, "inputs");
-    readTensors(outputs, "outputs");
-
-    // build middle tensors' region info from json
-    std::vector<std::unique_ptr<Tensor>> middles;
-    middles.resize(outputs.size());
-    if (document.HasMember("regions")) {
-        auto info = document["regions"].GetArray();
-        for (auto iter = info.begin(); iter != info.end(); iter++) {
-            auto obj = iter->GetObject();
-            int id = obj["id"].GetInt();
-            if (middles[id] == nullptr) {
-                middles[id].reset(new Tensor(4));
-            }
-            auto des = TensorUtils::getDescribe(middles[id].get());
-            des->memoryType = MNN::Tensor::InsideDescribe::MEMORY_VIRTUAL;
-            Tensor::InsideDescribe::Region region;
-            int origin = obj["origin"].GetInt();
-            region.origin = inputs[origin].get();
-            auto size = obj["size"].GetArray();
-            auto src = obj["src"].GetObject();
-            auto dst = obj["dst"].GetObject();
-            auto srcStride = src["stride"].GetArray();
-            auto dstStride = dst["stride"].GetArray();
-            for (int i = 0; i < 3; i++) {
-                region.size[i] = size[i].GetInt();
-                region.src.stride[i] = srcStride[i].GetInt();
-                region.dst.stride[i] = dstStride[i].GetInt();
-            }
-            region.src.offset = src["offset"].GetInt();
-            region.dst.offset = dst["offset"].GetInt();
-            des->regions.push_back(region);
-        }
-    }
-
-    // build execution of Raster and run them
-    for (int i = 0; i < outputs.size(); i++) {
-        std::vector<Tensor*> ins = {middles[i].get()}, outs = {outputs[i].get()};
-        std::unique_ptr<Execution> exe(backend->onCreate(ins, outs, op));
-        exe->onResize(ins, outs);
-        auto t1 = std::chrono::high_resolution_clock::now();
-        for (int j = 0; j < runNum; j++) {
-            exe->onExecute(ins, outs);
-        }
-        auto t2 = std::chrono::high_resolution_clock::now();
-        std::chrono::duration<double> time_span = std::chrono::duration_cast<std::chrono::duration<double>>(t2 - t1);
-        double time = time_span.count() * 1000.0 / runNum;
-        printf("For output_id = %d, run %d times, the average time is %f ms.\n", i, runNum, time);
-    }
-
-    auto writeTensors = [&document](std::vector<std::unique_ptr<Tensor>>& tensors, const char* type) {
-        auto info = document[type].GetArray();
-        for (auto iter = info.begin(); iter != info.end(); iter++) {
-            auto obj = iter->GetObject();
-            int id = obj["id"].GetInt();
-            auto data = obj["data"].GetArray();
-            if (data.Size() == tensors[id]->elementSize()) {
-                // has data, dont write
-                return;
-            }
-            bool isFloat = !strcmp(obj["type"].GetString(), "float");
-            data.Reserve(tensors[id]->elementSize(), document.GetAllocator());
-            for (int i = 0; i < tensors[id]->elementSize(); i++) {
-                if (isFloat) {
-                    data.PushBack(tensors[id]->host<float>()[i], document.GetAllocator());
-                } else {
-                    data.PushBack(tensors[id]->host<int>()[i], document.GetAllocator());
-                }
-            }
-        }
-    };
-    writeTensors(inputs, "inputs");
-    writeTensors(outputs, "outputs");
-    rapidjson::StringBuffer stringBuffer;
-    rapidjson::Writer<rapidjson::StringBuffer> writer(stringBuffer);
-    document.Accept(writer);
-    return stringBuffer.GetString();
-}
-
-int main(int argc, const char* argv[]) {
-    if (argc < 2) {
-        printf("Usage: ./rasterDemo.out input.json [output.json] [runNum]\ndefault output is input, and default runNum is 100.\n");
-        return 0;
-    }
-    const char* inputFile = argv[1];
-    const char* outputFile = argv[1];
-    int runNum = 100;
-    if (argc >= 3) {
-        outputFile = argv[2];
-    }
-    if (argc >= 4) {
-        runNum = ::atoi(argv[3]);
-    }
-    std::ifstream in(inputFile);
-    if (in.fail()) {
-        printf("Invalid input Json File!\n");
-        return 0;
-    }
-    std::ofstream out(outputFile);
-    if (out.fail()) {
-        printf("Invalid output Json File!\n");
-        return 0;
-    }
-    std::stringstream ss;
-    ss << in.rdbuf();
-    out << runRaster(ss.str(), runNum);
-    out.close();
-    printf("Run Raster Done!\n");
-    return 0;
-}
diff --git a/docs/_static/images/cv/adaptiveThreshold.jpg b/docs/_static/images/cv/adaptiveThreshold.jpg
new file mode 100644
index 000000000..19e5104a2
Binary files /dev/null and b/docs/_static/images/cv/adaptiveThreshold.jpg differ
diff --git a/docs/_static/images/cv/bilateralFilter.jpg b/docs/_static/images/cv/bilateralFilter.jpg
new file mode 100644
index 000000000..df66f39dc
Binary files /dev/null and b/docs/_static/images/cv/bilateralFilter.jpg differ
diff --git a/docs/_static/images/cv/erode.jpg b/docs/_static/images/cv/erode.jpg
new file mode 100644
index 000000000..52bf8e117
Binary files /dev/null and b/docs/_static/images/cv/erode.jpg differ
diff --git a/docs/_static/images/cv/remap.jpg b/docs/_static/images/cv/remap.jpg
new file mode 100644
index 000000000..8b7733204
Binary files /dev/null and b/docs/_static/images/cv/remap.jpg differ
diff --git a/docs/compile/cmake.md b/docs/compile/cmake.md
index 8b0414260..e419abd1c 100644
--- a/docs/compile/cmake.md
+++ b/docs/compile/cmake.md
@@ -76,6 +76,7 @@ MNN使用CMake构建项目，CMake中的宏定义列表如下：
 | MNN_IMGPROC_HISTOGRAMS | 构建MNN的OpenCV功能是否开启`直方图`，默认为`ON` |
 | MNN_CALIB3D          | 构建MNN的OpenCV功能是否开启`3d`，默认为`ON` |
 | MNN_IMGCODECS        | 构建MNN的OpenCV功能是否开启`图像编解码`，默认为`OFF` |
+| MNN_CVCORE           | 构建MNN的OpenCV功能是否开启`core`功能，默认为`ON` |
 | MNN_OPENCV_TEST      | 构建MNN的OpenCV功能是否开启单元测试，默认为`OFF` |
 | MNN_OPENCV_BENCH     | 构建MNN的OpenCV功能是否开启性能benchmark，默认为`OFF` |
-| MNN_VULKAN_IMAGE     | 构建MNN的Vulkan后端时采用Image内存模式，以便支持FP16和部分移动端上GPU的加速，默认为`ON` |
+| MNN_VULKAN_IMAGE     | 构建MNN的Vulkan后端时采用Image内存模式，以便支持FP16和部分移动端上GPU的加速，默认为`ON` |
\ No newline at end of file
diff --git a/docs/faq.md b/docs/faq.md
index a791d421b..268ed702d 100644
--- a/docs/faq.md
+++ b/docs/faq.md
@@ -107,10 +107,10 @@ opConverter ==> MNN Converter NOT_SUPPORTED_OP: [ ANY_OP_NAME ]
 
 - 若原始模型为 tflite / caffe（含自定义算子） ， 改成 MNN 支持较好的 Tensorflow pb 格式导出或转成 Onnx ，再转 MNN
 - 提 Issue 等待我们支持，并关注 MNN 的更新
-- 参考 [https://www.yuque.com/mnn/cn/customize_op](https://www.yuque.com/mnn/cn/customize_op) 自定义算子
+- 参考[自定义算子](./contribute/op.md) 
 
 ### 模型转换后与原框架结果不一致
-先使用MNN中的模型一致性验证脚本进行测试，确定不是调用方法或其他错误，[使用方法](./usage/convert.html#id3)
+先使用MNN中的模型一致性验证脚本进行测试，确定不是调用方法或其他错误，[使用方法](./tools/convert.html#id3)
 
 ## Pymnn
 ### import MNN 出现 import numpy error
@@ -160,7 +160,7 @@ const float* outputPtr = output->readMap<float>();
 - 如果确定输入形状正确，并且执行了`resizeTensor`和`resizeSession`；可以打开`source/shape/SizeComputer.cpp`中的宏`// #define MNN_DEBUG_TENSOR_SIZE`定义，然后执行模型推理；打开宏之后可以看到每一层的形状信息，可以逐层进行Debug
 
 ### Android 设备无法查看日志
-Android 系统有两类打印日志的方式: printf 和 logcat. 默认 MNN 的编译脚本使用 printf，这样方便在命令行中调试（[https://www.yuque.com/mnn/cn/tool_test](https://www.yuque.com/mnn/cn/tool_test)），集成到 App 上时，用 cmake  -DMNN_USE_LOGCAT=ON 将打印日志的方式改成 logcat 即可用 adb logcat 查看
+Android 系统有两类打印日志的方式: printf 和 logcat. 默认 MNN 的编译脚本使用 printf，这样方便在命令行中调试。集成到 App 上时，用 cmake  -DMNN_USE_LOGCAT=ON 将打印日志的方式改成 logcat 即可用 adb logcat 查看
 ### 
 ### 如何增加 opencl so 地址?
 MNN opencl 后端默认采用 dlopen 的方式动态打开设备的 opencl 驱动，相应位置若找不到您设备上的驱动，请修改 **OpenCLWrapper.cpp**
@@ -208,7 +208,7 @@ OpenCL / Vulkan 采用静态变量自注册的方式往 MNN 主库注册后端.
 
 - 输入输出指针为空/段错误
    - 一般是直接访问了 tensor 的 host
-   - 按 [https://www.yuque.com/mnn/cn/input](https://www.yuque.com/mnn/cn/input) 和  [https://www.yuque.com/mnn/cn/output](https://www.yuque.com/mnn/cn/output) 里面的方式建host tensor 并 copy ，参考相关文档修改使用代码
+   - 按 [输入数据](./inference/session.html#id8) 和[获取输出](./inference/session.html#id21) 里面的方式建host tensor 并 copy ，参考相关文档修改使用代码
 - 是否可基于 deviceId 直接传 GPU 地址？
    - 可以，需要理解 MNN GPU 内存布局并传上下文给 MNN ，但相关实现较复杂
    - 采用 MNN_Express 系列接口，可以支持模型之间的内存直接传递不做拷贝
diff --git a/docs/intro/releases.md b/docs/intro/releases.md
index 186780a98..d67dcd79f 100644
--- a/docs/intro/releases.md
+++ b/docs/intro/releases.md
@@ -1,5 +1,66 @@
 # 发布版本
-## 2.2.0 (`Latest`)
+## 2.4.0 (`Latest`)
+#### 新特性
+- NNAPI 支持int8 量化模型；
+- MNN OpenCL/Metal支持算子在线Fuse与代码生成；
+- 支持使用cibuildwheel构建Python Wheel包；
+- Github Action支持自动化构建多端库与Whl包；
+- (测试中）CUDA后端支持量化模型运行
+#### 重构/优化
+- CUDA优化Softmax/DepthwiseConv算子
+- 优化 KernelSize = 3x3 的 OpenCL 卷积算子性能
+- 优化了MaxPool/AvgPool的int8量化计算；
+- 移除原来的LLVMJit, C等Codegen后端；
+- 更新MNN.podspec, MNNBridge.podspec；
+- 增加GELU模块Fuse为GELU算子的功能，Vulkan 和 OpenCL 后端支持 GELU 算子
+- NetModule析构函数中增加gc函降低内存占用；
+- OpenCL支持设置推理低优先级配置；
+- OpenCL updateCache支持异步，降低阻塞时间；
+- fastTestOnnx.py / fastTestTf.py / fastTestTflite.py / fastTestTorch.py 分别更名为 testMNNFromOnnx.py / testMNNFromTf.py / testMNNFromTflite.py / testMNNFromTorch.py
+- Android Demo新增使用README文档；
+#### Bugfix
+- 修复Android Demo运行Crash的问题；
+- 修复Metal中的onSync的Bug;
+- 修复Metal多段模型推理的Bug；
+- 修复在Windows下MNN Train的编译问题；
+- 修复perm值非法时的Crash问题；
+- 修复Pad的输入参数为负数时（此时等效为Crop），计算出错的问题
+- 修正 Relu Int8 不支持非对称量化的问题
+- 修正部分AVX2架构的机器上运行量化模型crash的问题
+- 修正Module API 运行静态模型crash的问题
+- 修正Winograd量化过程未使用相同变换矩阵的问题
+- 修正Winograd量化计算多Batch输入错误的问题
+- 修正 OpenCL Relu 算子在 AMD GPU 上段错误的问题
+- 修正 OpenCL ROIPooling 算子实现错误
+## 2.3.0
+### 功能完善
+- CUDA 后端支持高精度模型（设置 precision = high 时使用 FP32 计算） 和 SM60 架构
+- MNN-Train 求导优化
+   - MNN-Express 支持 CONTENT 模式，该模式下基于几何计算分解算子后再构图，以降低需要实现求导的算子数
+   - 支持 Raster / Loop 算子部分情况下的求导
+   - 支持 GridSampler 的求导
+- OpenCL 后端支持低优先级运行模式（设置 power = low）
+- （实险中特性）Vulkan 后端增加基于Buffer内存布局的算子实现，目前基于编译宏决定用 Image内存布局还是 Buffer内存布局（MNN_VULKAN_IMAGE ，默认为 ON）
+- （实验中特性）支持分离模型结构与权重的选项
+   - 模型转换为 {S}.mnn 时，添加参数 --saveExternalData ，模型权重将单独保存为二进制文件 {S}.mnn.weight
+   - 模型加载运行时，通过以下方式指定权重文件路径：
+      - Session API: Interpreter::setExternalFile
+      - Module API: Executor::RuntimeManager::setExternalFile
+### 重构/优化
+- 修改嵌入式上常用的 SeqLength = 1 的 ONNX LSTM 算子的模型转换实现，改为用卷积+非线性层拼接实现，以提升性能
+- 修正部分情况下 Convolution Winograd CPU 相较之前版本变慢的问题
+- 优化 VARP 的 fix 函数，避免拷贝内存
+- 对 Raster 算子的输入进行了改造，由 region 隐式输入修改为正常的多输入单输出
+- 量化计算实现中的量化/反量化过程重构为在线插入相应算子，并修正 prearrange 为 true 时，Module API 计算量化模型的结果错误问题
+- 移除 ComputeUnit / ComputeCache ，Executor 内部的计算改为使用 Session ，并延迟内存分配时机，修正模型转换过程中部分情况下占用内存过大的问题
+- 优化模型转换静态模型的导出，移除了图中无效算子
+### Bugfix
+- 修正 convolution transpose 3d 在 pad 为空时计算 crash 问题
+- 修正 cumsum 计算 int 输入的 bug
+- 修正 Onnx GatherND 算子转换不支持 batch_dims 的问题
+- 修正 Onnx Split 算子转换的默认值问题
+- 修正 Onnx permute 算子转换不支持 axis 为空的问题
+## 2.2.0
 ### 框架通用性
 - MNN新增对`ARMv8.6-A`指令支持，支持了`smmla`和`bfmmla`指令
 - MNN新增汇编预处理脚本，能够将汇编指令转换为`.inst`指令，降低新指令对编译器的依赖
diff --git a/docs/pymnn/cv.md b/docs/pymnn/cv.md
index 9d2af83c2..88eafe725 100644
--- a/docs/pymnn/cv.md
+++ b/docs/pymnn/cv.md
@@ -299,6 +299,33 @@ cv模块提供了基础的图像处理函数，并在接口上兼容了opencv-py
   - `SOLVEPNP_ITERATIVE`
   - `SOLVEPNP_SQPNP`
 
+---
+### `cv.DECOMP_*`
+描述线性方程组求解函数`solve`的求解方法
+- 类型：`int`
+  - `DECOMP_LU`
+  - `DECOMP_SVD`
+  - `DECOMP_EIG`
+  - `DECOMP_CHOLESKY`
+  - `DECOMP_QR`
+  - `DECOMP_NORMAL`
+
+---
+### `cv.NORM_*`
+描述线归一化函数`normalize`的归一化方法
+- 类型：`int`
+  - `NORM_INF`
+  - `NORM_L1`
+  - `NORM_L2`
+  - `NORM_MINMAX`
+
+---
+### `cv.ADAPTIVE_THRESH_*`
+描述自适应阈值函数`adaptiveThreshold`的自适应方法
+- 类型：`int`
+  - `ADAPTIVE_THRESH_MEAN_C`
+  - `ADAPTIVE_THRESH_GAUSSIAN_C`
+
 ---
 ### `copyTo(src, |mask, dst)`
 将src复制并返回，如果mask不为空，则只拷贝mask为1的像素；如果dst不为空，则在mask为0时拷贝dst中对应的像素，参考：[copyTo](https://docs.opencv.org/4.5.2/d2/de8/group__core__array.html#ga931a49489330f998452fc53e96e1719a)
@@ -516,6 +543,132 @@ True
 ```
 ![rotate.jpg](../_static/images/cv/rotate.jpg)
 
+---
+### `solve(src1, src2, |method)`
+求解线性方程组，目前仅实现了LU方法；参考：[solve](https://docs.opencv.org/3.4/d2/de8/group__core__array.html#ga12b43690dbd31fed96f213eefead2373)
+
+参数：
+- `src1:Var` 线性方程组左侧矩阵
+- `src2:Var` 线性方程组右侧矩阵
+- `method:int` 求解方法，可选；默认为`cv.DECOMP_LU` (目前仅实现了LU方法)
+
+返回：能否求解，求解获得的矩阵
+
+返回类型：`Tuple(bool, Var)`
+
+示例：
+
+```python
+>>> a = np.array([2., 3., 4., 0., 1., 5., 0., 0., 3.]).reshape(3, 3)
+>>> b = np.array([1., 2., 3.]).reshape(3, 1)
+>>> cv.solve(a, b)
+(True, array([[ 3.],
+              [-3.],
+              [ 1.]], dtype=float32))
+```
+
+---
+### `normalize(src, dst, alpha, beta, norm_type, |dtype, mask)`
+对输入进行归一化；参考：[normalize](https://docs.opencv.org/3.4/d2/de8/group__core__array.html#ga87eef7ee3970f86906d69a92cbf064bd)
+
+参数：
+- `src:Var` 输入矩阵
+- `dst:Var` Python中不需要使用该参数，直接赋为`None`即可
+- `alpha:float` 归一化的下限
+- `beta:float` 归一化的上限
+- `norm_type:int` 归一化类型，如：`cv.NORM_MINMAX`
+- `dtype:dtype` 输入类型，不需要赋值
+- `mask` 兼容性参数，目前还不支持mask
+
+返回：归一化结果
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> x = np.arange(12).reshape(2, 2, 3).astype(np.uint8)
+>>> cv.normalize(x, None, -50, 270, cv.NORM_MINMAX)
+array([[[  0,   0,   8],
+        [ 37,  66,  95]],
+
+       [[125, 154, 183],
+        [212, 241, 255]]], dtype=uint8)
+```
+
+---
+### `merge(mv)`
+将多张图片沿channel合并；参考：[merge](https://docs.opencv.org/3.4/d2/de8/group__core__array.html#ga7d7b4d6c6ee504b30a20b1680029c7b4)
+
+参数：
+- `mv:[Var]` 输入矩阵数组
+
+返回：合并结果矩阵
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> x = np.arange(9).reshape(3, 3)
+>>> cv.merge([x, x])
+array([[[0, 0],
+        [1, 1],
+        [2, 2]],
+
+       [[3, 3],
+        [4, 4],
+        [5, 5]],
+
+       [[6, 6],
+        [7, 7],
+        [8, 8]]], dtype=int32)
+```
+
+---
+### `split(m)`
+将图片沿channel方向拆分；参考：[split](https://docs.opencv.org/3.4/d2/de8/group__core__array.html#ga0547c7fed86152d7e9d0096029c8518a)
+
+参数：
+- `m:Var` 待拆分图片
+
+返回：拆分出的图片
+
+返回类型：`[Var]`
+
+示例：
+
+```python
+>>> x = np.arange(12).reshape(2, 2, 3)
+>>> cv.split(x)
+[array([[0, 3],[6, 9]], dtype=int32),
+ array([[1, 4],[7, 10]], dtype=int32),
+ array([[2, 5],[8, 11]], dtype=int32)]
+```
+
+---
+### `addWeighted(src1, alpha, src2, beta, gamma)`
+对输入的两个矩阵执行权重相加：`dst = src1 * alpha + src2 * beta + gamma`；参考：[addWeighted](https://docs.opencv.org/3.4/d2/de8/group__core__array.html#gafafb2513349db3bcff51f54ee5592a19)
+
+参数：
+- `src1:Var` 第一个输入矩阵
+- `alpha:float` 第一个输入矩阵的权重
+- `src2:Var` 第二个输入矩阵
+- `beta:float` 第二个输入矩阵的权重
+- `gamma:float` 额外增加的常量
+
+返回：加权得到的和
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> x = np.arange(3.)
+>>> cv.addWeighted(x, 0.2, x, 0.5, 1)
+array([1. , 1.7, 2.4], dtype=float32)
+```
+
 ---
 ### `haveImageReader(filename)`
 用于判断是否支持特定图像格式的解码，目前支持的图像格式：jpg, jpeg, png, bmp，参考：[haveImageReader](https://docs.opencv.org/4.5.2/d4/da8/group__imgcodecs.html#ga0c3f60f18ed3a139e5a9926f9315e3bc) 
@@ -764,6 +917,31 @@ True
 ```
 ![cvtColorTwoPlane.jpg](../_static/images/cv/cvtColorTwoPlane.jpg)
 
+---
+### `bilateralFilter(src, d, sigmaColor, sigmaSpace, |borderType)`
+双边滤波，直接实现未优化，速度较慢；参考: [bilateralFilter](https://docs.opencv.org/3.4/d4/d86/group__imgproc__filter.html#ga9d7064d478c95d60003cf839430737ed)
+
+参数：
+- `src:Var` 输入图像
+- `d:int` 滤波时考虑周围像素的直径，如果为负数则通过`sigmaSpace`计算
+- `sigmaColor:float` 颜色空间sigma值
+- `sigmaSpace:float` 坐标空间sigma值
+- `borderType:int` 边界模式，可选值；默认为`REFLECT`
+
+返回：滤波后的图像
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> img = cv.imread('cat.jpg')
+>>> img = cv.bilateralFilter(img, 20, 80.0, 35.0)
+>>> cv.imwrite('bilateralFilter.jpg', img)
+True
+```
+![bilateralFilter.jpg](../_static/images/cv/bilateralFilter.jpg)
+
 ---
 ### `blur(src, ksize, |borderType)`
 使用归一化框滤镜模糊图像，参考: [blur](https://docs.opencv.org/4.5.2/d4/d86/group__imgproc__filter.html#ga8c45db9afe636703801b0b2e440fce37)
@@ -835,6 +1013,30 @@ True
 ```
 ![dilate.jpg](../_static/images/cv/dilate.jpg)
 
+---
+### `erode(src, kernel, |iterations, borderType)`
+通过使用特定的结构元素对图像进行腐蚀，参考: [erode](hhttps://docs.opencv.org/3.4/d4/d86/group__imgproc__filter.html#gaeb1e0c1033e3f6b891a25d0511362aeb)
+
+参数：
+- `src:Var` 输入图像
+- `kernel:Var` 结构元素
+- `iterations:int` 迭代次数，可选，默认为1
+- `borderType:int` 边界类型，可选，默认为cv.BORDER_DEFAULT
+
+返回：腐蚀后的图像
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> img = cv.imread('cat.jpg')
+>>> img = cv.erode(img, cv.getStructuringElement(0, (3, 3)))
+>>> cv.imwrite('erode.jpg', img)
+True
+```
+![erode.jpg](../_static/images/cv/erode.jpg)
+
 ---
 ### `filter2D(src, ddepth, kernel, |delta, borderType)`
 度图像执行二维卷积，参考: [filter2D](https://docs.opencv.org/4.5.2/d4/d86/group__imgproc__filter.html#ga27c049795ce870216ddfb366086b5a04)
@@ -1297,6 +1499,55 @@ True
  [-0.000000     0.000000        0.000000]]
 ```
 
+---
+### `convertMaps(map1, map2, dstmap1type, |interpolation)`
+映射map转换，为了兼容OpenCV中的[convertMaps](https://docs.opencv.org/3.4/da/d54/group__imgproc__transform.html#ga9156732fa8f01be9ebd1a194f2728b7f) 函数；但实际不进行任何操作，仍返回`map1, map2`
+
+参数：
+- `map1:Var` 原始映射关系
+- `map2:Var` 原始映射关系
+- `dstmap1type:int` 兼容性参数，不支持
+- `interpolation:int` 兼容性参数，不支持
+
+返回：(map1, map2)
+
+返回类型：类型为 `Tuple`
+
+---
+### `remap(src, map1, map2, interpolation, |borderMode, borderValue)`
+作用等同与 `OpenCV` 中 `Geometric Image Transformations` 模块的[remap](https://docs.opencv.org/3.4/da/d54/group__imgproc__transform.html#gab75ef31ce5cdfb5c44b6da5f3b908ea4) 函数，用于图像重映射。
+
+*不支持borderMode与borderValue*
+
+参数：
+- `src:Var` 输入的图像
+- `map1:Var` x坐标映射
+- `map2:Var` y坐标映射
+- `interpolation:int` 插值方式，仅支持`cv.INTER_NEAREST`和`cv.INTER_LINEAR`
+- `borderMode:int` 兼容性参数，不支持
+- `borderValue:int` 兼容性参数，不支持
+
+返回：重映射后的图像
+
+返回类型：类型为 `Var`
+
+示例：
+
+```python
+>>> img = cv.imread('cat.jpg')
+>>> row, col, ch = img.shape
+>>> mapx = np.ones(img.shape[:2], np.float32)
+>>> mapy = np.ones(img.shape[:2], np.float32)
+>>> for i in range(row):
+>>>     for j in range(col):
+>>>         mapx[i, j] = float(j)
+>>>         mapy[i, j] = float(row-i)
+>>> img = cv.remap(img, mapx, mapy, cv.INTER_LINEAR)
+>>> cv.imwrite('remap.jpg', img)
+True
+```
+![remap.jpg](../_static/images/cv/remap.jpg)
+
 ---
 ### `resize(src, dsize, |fx, fy, interpolation, code, mean, norm)`
 作用等同与 `OpenCV` 中 `Geometric Image Transformations` 模块的[resize](https://docs.opencv.org/4.5.2/da/d54/group__imgproc__transform.html#ga47a974309e9102f5f08231edc7e7529d) 函数，用于放缩图像。
@@ -1388,12 +1639,37 @@ True
 ```
 ![warpPerspective.jpg](../_static/images/cv/warpPerspective.jpg)
 
+---
+### `adaptiveThreshold(src, maxValue, adaptiveMethod, thresholdType, blockSize, C)`
+作用等同与 `OpenCV` 中 `Miscellaneous Image Transformations` 模块的[adaptiveThreshold](https://docs.opencv.org/3.4/d7/d1b/group__imgproc__misc.html#ga72b913f352e4a1b1b397736707afcde3) 函数，对图像逐像素进行自适应阈值变化，可以将使用此函数将图像变成二值图像。
+
+参数：
+- `src:Var` 输入的图像
+- `maxValue:float` 阈值的最大值
+- `adaptiveMethod:int` 自适应方法，如：`cv.ADAPTIVE_THRESH_MEAN_C`
+- `thresholdType:int` 阈值变化的类型，如：`cv.THRESH_BINARY`
+- `blockSize:int` 计算阈值时取邻域的大小，如：3,5,7等
+- `C:float`
+
+返回：阈值变化后的图像
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> img = cv.imread('cat.jpg')
+>>> img = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
+>>> img = cv.adaptiveThreshold(img, 50, cv.ADAPTIVE_THRESH_MEAN_C, cv.THRESH_BINARY, 5, 2)
+>>> cv.imwrite('adaptiveThreshold.jpg', img)
+True
+```
+![adaptiveThreshold.jpg](../_static/images/cv/adaptiveThreshold.jpg)
+
 ---
 ### `blendLinear(src1, src2, weight1, weight2)`
 作用等同与 `OpenCV` 中 `Miscellaneous Image Transformations` 模块的[blendLinear](https://docs.opencv.org/4.5.2/d7/d1b/group__imgproc__misc.html#ga5e76540a679333d7c6cd0617c452c23d) 函数，对两幅图像进行线性混合。
 
-*注意：此函数实现问题，目前仅支持float32类型的输入，处理前后需要用户自行转换类型*
-
 参数：
 - `src1:Var` 输入的图像
 - `src2:Var` 输入的图像
@@ -1420,7 +1696,6 @@ array([[1.8181652 , 2.5999894 ],
 ### `threshold(src, thresh, maxval, type)`
 作用等同与 `OpenCV` 中 `Miscellaneous Image Transformations` 模块的[threshold](https://docs.opencv.org/4.5.2/d7/d1b/group__imgproc__misc.html#gae8a4a146d1ca78c626a53577199e9c57) 函数，对图像逐像素进行阈值变化，可以将使用此函数将图像变成二值图像，比如在寻找轮廓时(`findContours`)可以使用该函数。
 
-*注意：此函数实现问题，目前仅支持float32类型的输入，处理前后需要用户自行转换类型*
 
 参数：
 - `src:Var` 输入的图像
@@ -1473,10 +1748,8 @@ True
 ```python
 >>> img = cv.imread('cat.jpg')
 >>> gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
->>> gray = gray.astype(np.float32)
 >>> binary = cv.threshold(gray, 127, 255, cv.THRESH_BINARY)
->>> binary = binary.astype(np.uint8)
-cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
+>>> cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 ([array([[[143, 294]],
          ...,
          [[144, 295]]], dtype=int32),
@@ -1503,9 +1776,7 @@ cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 ```python
 >>> img = cv.imread('cat.jpg')
 >>> gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
->>> gray = gray.astype(np.float32)
 >>> binary = cv.threshold(gray, 127, 255, cv.THRESH_BINARY)
->>> binary = binary.astype(np.uint8)
 >>> contours, _ = cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 >>> cv.contourArea(contours[0], False)
 15.5
@@ -1529,9 +1800,7 @@ cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 ```python
 >>> img = cv.imread('cat.jpg')
 >>> gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
->>> gray = gray.astype(np.float32)
 >>> binary = cv.threshold(gray, 127, 255, cv.THRESH_BINARY)
->>> binary = binary.astype(np.uint8)
 >>> contours, _ = cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 >>> cv.convexHull(contours[0])
 array([[[147, 295]],
@@ -1559,9 +1828,7 @@ array([[[147, 295]],
 ```python
 >>> img = cv.imread('cat.jpg')
 >>> gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
->>> gray = gray.astype(np.float32)
 >>> binary = cv.threshold(gray, 127, 255, cv.THRESH_BINARY)
->>> binary = binary.astype(np.uint8)
 >>> contours, _ = cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 >>> cv.minAreaRect(contours[0])
 ((144.61766052246094, 296.5294494628906), (5.3357834815979, 4.123105525970459), 14.03624439239502)
@@ -1583,9 +1850,7 @@ array([[[147, 295]],
 ```python
 >>> img = cv.imread('cat.jpg')
 >>> gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
->>> gray = gray.astype(np.float32)
 >>> binary = cv.threshold(gray, 127, 255, cv.THRESH_BINARY)
->>> binary = binary.astype(np.uint8)
 >>> contours, _ = cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 >>> cv.boundingRect(contours[0])
 [142, 294, 6, 6]
@@ -1629,9 +1894,7 @@ array([[[147, 295]],
 ```python
 >>> img = cv.imread('cat.jpg')
 >>> gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
->>> gray = gray.astype(np.float32)
 >>> binary = cv.threshold(gray, 127, 255, cv.THRESH_BINARY)
->>> binary = binary.astype(np.uint8)
 >>> contours, _ = cv.findContours(binary, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)
 >>> cv.boxPoints(cv.minAreaRect(contours[0]))
 array([[141.52942, 297.8824 ],
diff --git a/docs/pymnn/expr.md b/docs/pymnn/expr.md
index 25b979487..847c22556 100644
--- a/docs/pymnn/expr.md
+++ b/docs/pymnn/expr.md
@@ -2922,6 +2922,52 @@ array([[1., 3.],
        [2., 4.]], dtype=float32)
 ```
 
+---
+### `quant(var, scale, min=-128, max=127, zero=0)`
+量化，根据`scale`把float类型的输入量化为int8类型的输出，量化公式为：`y = clamp(x / scale + zero, min, max)`
+
+参数：
+- `var : Var` 输入变量，dtype为`float`, data_format为`NC4HW4`
+- `scale : Var` 量化的scale值，dtype为`float`
+- `min : int` 输出变量的最小值，默认为-128
+- `max : int` 输出变量的最大值，默认为127
+- `zero : int` 零点值，默认为0
+
+返回：量化后的int8类型变量
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> x = expr.const([1., 2., 3. ,4.], [4])
+>>> x = expr.convert(x, expr.NC4HW4)
+>>> expr.quant(x, 0.2, -128, 127)
+array([-128, -128, -127, -127], dtype=int8)
+```
+
+---
+### `dequant(var, scale, zero=0)`
+反量化，根据`scale`把int8类型的输入反量化为float类型的输出，量化公式为：`y = (x - zero) * scale`
+
+参数：
+- `var : Var` 输入变量，dtype为int8
+- `scale : Var` 反量化的scale值，dtype为float
+- `zero : int` 反量化的zero值，默认为0
+
+返回：反量化后的float类型变量
+
+返回类型：`Var`
+
+示例：
+
+```python
+>>> x = expr.const([-128, -128, -127, -127], [4], NCHW, expr.int8)
+>>> x = expr.convert(x, expr.NC4HW4)
+>>> expr.dequant(x, 0.2, 0)
+array([0. , 0. , 0.2, 0.2], dtype=float32)
+```
+
 ---
 ### `histogram(input, binNum, minVal, maxVal)`
 计算输入变量在指定范围内的直方图分布
@@ -2962,4 +3008,45 @@ SSD检测模型后处理函数
 
 返回：后处理结果
 
-返回类型：`Var`
\ No newline at end of file
+返回类型：`Var`
+
+---
+### `roi_pooling(input, roi, pooledHeight, pooledWidth, spatialScale, outputGrad, backwardDiff)`
+roi_pooling
+
+参数：
+- `input : Var` 输入变量，dtype为int8
+- `roi : Var` 反量化的scale值，dtype为float
+- `pooledHeight : int` 反量化的zero值，默认为0
+- `pooledWidth : int` 反量化的zero值，默认为0
+
+返回：roipooling结果
+
+返回类型：`Var`
+
+示例：
+
+```python
+TODO
+```
+
+---
+### `roi_align(input, roi, pooledHeight, pooledWidth, spatialScale, samplingRatio, aligned, poolType, outputGrad, backwardDiff)`
+
+roialign
+
+参数：
+- `input : Var` 输入变量，dtype为int8
+- `roi : Var` 反量化的scale值，dtype为float
+- `pooledHeight : int` pooling的
+- `pooledHeight : int` 反量化的zero值，默认为0
+
+返回：roialign结果
+
+返回类型：`Var`
+
+示例：
+
+```python
+TODO
+```
\ No newline at end of file
diff --git a/docs/start/demo.md b/docs/start/demo.md
index 4aff9d0c4..8961b732a 100644
--- a/docs/start/demo.md
+++ b/docs/start/demo.md
@@ -209,7 +209,11 @@ $  python quant_aware_training.py --model_file quant_demo/mobilenet_v2_tfpb_trai
 
 **欢迎开发者提供示例，可以在issue中提交自己的示例项目，审核通过后可以再此处展示**
 
-以下示例为Github开发者贡献，具体用法需参考相关代码；
+### 以下示例为Github开发者贡献，具体用法需参考相关代码；
+- [mobilenet-mnn](https://github.com/wangzhaode/mobilenet-mnn)
+- [yolov8-mnn](https://github.com/wangzhaode/yolov8-mnn)
+- [stable-diffusion-mnn](https://github.com/wangzhaode/stable-diffusion-mnn)
+- [ChatGLM-MNN](https://github.com/wangzhaode/ChatGLM-MNN)
 - [图像算法工具箱](https://github.com/DefTruth/lite.ai.toolkit)
 - [嵌入式设备部署示例](https://github.com/xindongzhang/MNN-APPLICATIONS)
 - [车道线检测](https://github.com/MaybeShewill-CV/MNN-LaneNet)
@@ -219,5 +223,4 @@ $  python quant_aware_training.py --model_file quant_demo/mobilenet_v2_tfpb_trai
 - [人脸追踪](https://github.com/qaz734913414/MNN_FaceTrack)
 - [视频抠图](https://github.com/DefTruth/RobustVideoMatting.lite.ai.toolkit)
 - [SuperGlue关键点匹配](https://github.com/Hanson0910/MNNSuperGlue)
-- [OCR](https://github.com/DayBreak-u/chineseocr_lite/tree/onnx/android_projects/OcrLiteAndroidMNN)
-- [stable-diffusion](https://github.com/wangzhaode/stable-diffusion-mnn)
\ No newline at end of file
+- [OCR](https://github.com/DayBreak-u/chineseocr_lite/tree/onnx/android_projects/OcrLiteAndroidMNN)
\ No newline at end of file
diff --git a/docs/tools/convert.md b/docs/tools/convert.md
index 05e73c074..ab0710ec9 100644
--- a/docs/tools/convert.md
+++ b/docs/tools/convert.md
@@ -12,6 +12,20 @@ Usage:
   -f, --framework arg           需要进行转换的模型类型, ex: [TF,CAFFE,ONNX,TFLITE,MNN,TORCH, JSON]
   
       --modelFile arg           需要进行转换的模型文件名, ex: *.pb,*caffemodel
+
+      --batch arg               如果模型时输入的batch是动态的，可以指定转换后的batch数
+
+      --keepInputFormat         是否保持原始模型的输入格式，默认为：否；
+
+      --optimizeLevel arg       图优化级别，默认为1：
+                                    - 0： 不执行图优化，仅针对原始模型是MNN的情况；
+                                    - 1： 保证优化后针对任何输入正确；
+                                    - 2： 保证优化后对于常见输入正确，部分输入可能出错；
+
+      --optimizePrefer arg      图优化选项，默认为0：
+                                    - 0：正常优化
+                                    - 1：优化后模型尽可能小；
+                                    - 2：优化后模型尽可能快；
       
       --prototxt arg            caffe模型结构描述文件, ex: *.prototxt
       
@@ -37,22 +51,40 @@ Usage:
                                 使用MNN模型压缩工具箱生成的模型压缩信息文件
                                 
       --saveStaticModel         固定输入形状，保存静态模型， default: false
-      
+
+      --targetVersion arg       兼容旧的推理引擎版本，例如：1.2f
+
+      --customOpLibs arg        用户自定义Op库，用于TorchScript模型中自定义算子的实现，如：libmy_add.so
+
+      --info                    当-f MNN时，打印模型基本信息（输入名、输入形状、输出名、模型版本等）
+
+      --authCode arg            认证信息，指定模型的认证信息，可用于鉴权等逻辑
+
       --inputConfigFile arg     保存静态模型所需要的配置文件, ex: ~/config.txt。文件格式为：
                                 input_names = input0,input1
                                 input_dims = 1x3x224x224,1x3x64x64
-      --JsonFile arg            当-f MNN并指定JsonFile时，可以将MNN模型转换为Json文件
-      --info                    当-f MNN时，打印模型基本信息（输入名、输入形状、输出名、模型版本等）
+
       --testdir arg             测试转换 MNN 之后，MNN推理结果是否与原始模型一致。
                                 arg 为测试数据的文件夹，生成方式参考 "正确性校验" 一节
+
       --thredhold arg           当启用 --testdir 后，设置正确性校验的误差允可范围
                                 若不设置，默认是 0.01
+
+      --JsonFile arg            当-f MNN并指定JsonFile时，可以将MNN模型转换为Json文件
+
+      --alignDenormalizedValue arg
+                                可选值：{0, 1}， 默认为1, 当`float(|x| < 1.18e-38)`会被视为0
+
+      --detectSparseSpeedUp arg
+                                可选值：{0, 1}， 默认为1, 会检测权重是否使用稀疏化加速
+
       --saveExternalData        将权重，常量等数据存储在额外文件中，默认为`false`
 ```
 **说明1: 选项benchmarkModel将模型中例如卷积的weight，BN的mean、var等参数移除，减小转换后模型文件大小，在运行时随机初始化参数，以方便测试模型的性能。**
 
 **说明2: 选项weightQuantBits，使用方式为 --weightQuantBits numBits，numBits可选2~8，此功能仅对conv/matmul/LSTM的float32权值进行量化，仅优化模型大小，加载模型后会解码为float32，量化位宽可选2~8，运行速度和float32模型一致。经内部测试8bit时精度基本无损，模型大小减小4倍。default: 0，即不进行权值量化。**
 
+**说明3：如果使用Android JNI的Java接口开发，因为接口中不提供`copyFromHost`功能，所以需要在转换模型时使用`keepInputFormat`**
 
 ## 其他模型转换到MNN
 ### TensorFlow to MNN
diff --git a/express/Executor.cpp b/express/Executor.cpp
index 676f440f9..1d33453bf 100644
--- a/express/Executor.cpp
+++ b/express/Executor.cpp
@@ -119,6 +119,7 @@ void Executor::gc(GCFlag flag) {
         iter.second->onGabageCollect(level);
     }
 }
+
 Executor::Executor(std::shared_ptr<Runtime> backend, MNNForwardType type, int numberThread) {
     mRuntimes.insert(std::make_pair(std::make_pair(type, numberThread), backend));
     mAttr.reset(new ExecutorAttr);
@@ -261,6 +262,8 @@ void Executor::RuntimeManager::setMode(Interpreter::SessionMode mode) {
         mInside->modes.callBackMode = mode;
     } else if (mode == Interpreter::Session_Resize_Direct || mode == Interpreter::Session_Resize_Defer) {
         mInside->modes.resizeMode = mode;
+    } else if(mode == Interpreter::Session_Memory_Collect || mode == Interpreter::Session_Memory_Cache) {
+        mInside->modes.memoryUsageMode = mode;
     }
 }
 void Executor::RuntimeManager::setHint(Interpreter::HintMode mode, int value) {
@@ -544,6 +547,12 @@ void Executor::_makeCache(const std::vector<EXPRP>& expr, bool forceCPU) {
             opInfo.outputs[i] = tensor.get();
             auto srcTensor = expr->inside()->mOutputTensors[i];
             TensorUtils::copyShape(srcTensor, tensor.get(), true, true);
+            if (TensorUtils::getDescribe(srcTensor)->quantAttr.get()) {
+                TensorUtils::getDescribe(tensor.get())->quantAttr.reset(new QuantAttr);
+                auto quant = TensorUtils::getDescribe(tensor.get())->quantAttr.get();
+                quant->scale = TensorUtils::getDescribe(srcTensor)->quantAttr.get()->scale;
+            }
+            
             TensorUtils::getDescribe(tensor.get())->index = (int)scheduleInfo.allTensors.size();
             scheduleInfo.allTensors.emplace_back(tensor);
         }
@@ -581,6 +590,7 @@ void Executor::_makeCache(const std::vector<EXPRP>& expr, bool forceCPU) {
     group.inputMode = Interpreter::Session_Input_User;
     group.outputMode = Interpreter::Session_Output_User;
     group.callBackMode = Interpreter::Session_Release;
+    group.memoryUsageMode = Interpreter::Session_Memory_Cache;
     std::shared_ptr<ComputeCache> cahce(new ComputeCache);
     for (auto& iter : dstExpr) {
         auto expr = iter.first;
diff --git a/express/Expr.cpp b/express/Expr.cpp
index 15d3f8870..1a759d3d2 100644
--- a/express/Expr.cpp
+++ b/express/Expr.cpp
@@ -829,6 +829,18 @@ void* Variable::writeInternal(bool inform) {
     return mFrom->inside()->mOutputTensors[0]->host<void>();
 }
 
+void Variable::writeScaleInternal(float scaleValue, float zeroPoint, bool inform) {
+    MNN_ASSERT(TensorUtils::getDescribe(mFrom->inside()->mOutputTensors[0])->quantAttr == nullptr || TensorUtils::getDescribe(mFrom->inside()->mOutputTensors[0])->type == DataType_DT_FLOAT);
+    if (inform) {
+       informDirty();
+    }
+    mFrom->mInside->mContentDirty = true;
+    TensorUtils::getDescribe(mFrom->inside()->mOutputTensors[0])->quantAttr.reset(new QuantAttr);
+    auto quant = TensorUtils::getDescribe(mFrom->inside()->mOutputTensors[0])->quantAttr.get();
+    quant->scale = scaleValue;
+    quant->zero = zeroPoint;
+}
+
 void Variable::unMap() {
     //mFrom->inside()->onUnMapContent(mFromIndex);
 }
diff --git a/include/MNN/Interpreter.hpp b/include/MNN/Interpreter.hpp
index d349d92dc..330bc7987 100644
--- a/include/MNN/Interpreter.hpp
+++ b/include/MNN/Interpreter.hpp
@@ -151,6 +151,10 @@ class MNN_PUBLIC Interpreter {
         /** Determine the Execution's forward type is determine by user or auto determine */
         Session_Backend_Fix = 8, // Use the backend user set, when not support use default backend
         Session_Backend_Auto = 9, // Auto Determine the Op type by MNN
+
+        /** Determine static memory whether recyle in resizeSession or just cache the memory */
+        Session_Memory_Collect = 10, // Recycle static memory when session resize in case memory explosion 
+        Session_Memory_Cache = 11, // Cache the static memory for next forward usage
     };
     /**
      * @brief The API shoud be called before create session.
diff --git a/include/MNN/MNNDefine.h b/include/MNN/MNNDefine.h
index 54fab7a8b..9f2abed40 100644
--- a/include/MNN/MNNDefine.h
+++ b/include/MNN/MNNDefine.h
@@ -68,7 +68,7 @@ MNN_ERROR("Check failed: %s ==> %s\n", #success, #log); \
 #define STR_IMP(x) #x
 #define STR(x) STR_IMP(x)
 #define MNN_VERSION_MAJOR 2
-#define MNN_VERSION_MINOR 4
-#define MNN_VERSION_PATCH 3
+#define MNN_VERSION_MINOR 5
+#define MNN_VERSION_PATCH 0
 #define MNN_VERSION STR(MNN_VERSION_MAJOR) "." STR(MNN_VERSION_MINOR) "." STR(MNN_VERSION_PATCH)
 #endif /* MNNDefine_h */
diff --git a/include/MNN/expr/Expr.hpp b/include/MNN/expr/Expr.hpp
index 9411fcd08..973d46f83 100644
--- a/include/MNN/expr/Expr.hpp
+++ b/include/MNN/expr/Expr.hpp
@@ -129,6 +129,10 @@ class MNN_PUBLIC Variable {
         return (T*)writeInternal();
     }
 
+    void writeScaleMap(float scaleValue, float zeroPoint) {
+        writeScaleInternal(scaleValue, zeroPoint);
+    }
+
     //Depecerate
     void unMap();
 
@@ -170,6 +174,7 @@ class MNN_PUBLIC Variable {
     void* readInternal(bool forShape = false);
     void* writeInternal(bool inform=true);
     void informDirty();
+    void writeScaleInternal(float scaleValue, float zeroPoint, bool inform = true);
 
     friend class Expr;
     EXPRP mFrom;
diff --git a/project/ios/MNN.xcodeproj/project.pbxproj b/project/ios/MNN.xcodeproj/project.pbxproj
index ba54c0484..00f0bcae6 100644
--- a/project/ios/MNN.xcodeproj/project.pbxproj
+++ b/project/ios/MNN.xcodeproj/project.pbxproj
@@ -722,6 +722,20 @@
 		92FF04C223AA0BFB00AC97F6 /* Pipeline.cpp in Sources */ = {isa = PBXBuildFile; fileRef = 92FF04A123AA0BFB00AC97F6 /* Pipeline.cpp */; };
 		92FF04C323AA0BFB00AC97F6 /* Session.hpp in Headers */ = {isa = PBXBuildFile; fileRef = 92FF04A223AA0BFB00AC97F6 /* Session.hpp */; };
 		92FF04C423AA0BFB00AC97F6 /* Session.cpp in Sources */ = {isa = PBXBuildFile; fileRef = 92FF04A323AA0BFB00AC97F6 /* Session.cpp */; };
+		950B28E029F627E00002F454 /* MNNBinaryMinInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28DA29F627E00002F454 /* MNNBinaryMinInt8.S */; };
+		950B28E129F627E00002F454 /* MNNBinarySqdInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28DB29F627E00002F454 /* MNNBinarySqdInt8.S */; };
+		950B28E229F627E00002F454 /* MNNBinarySubInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28DC29F627E00002F454 /* MNNBinarySubInt8.S */; };
+		950B28E329F627E00002F454 /* MNNBinaryMaxInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28DD29F627E00002F454 /* MNNBinaryMaxInt8.S */; };
+		950B28E429F627E00002F454 /* MNNBinaryMulInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28DE29F627E00002F454 /* MNNBinaryMulInt8.S */; };
+		950B28E529F627E00002F454 /* MNNBinaryAddInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28DF29F627E00002F454 /* MNNBinaryAddInt8.S */; };
+		950B28EC29F627F70002F454 /* MNNBinarySqdInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28E629F627F60002F454 /* MNNBinarySqdInt8.S */; };
+		950B28ED29F627F70002F454 /* MNNBinaryMulInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28E729F627F60002F454 /* MNNBinaryMulInt8.S */; };
+		950B28EE29F627F70002F454 /* MNNBinaryAddInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28E829F627F60002F454 /* MNNBinaryAddInt8.S */; };
+		950B28EF29F627F70002F454 /* MNNBinaryMaxInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28E929F627F60002F454 /* MNNBinaryMaxInt8.S */; };
+		950B28F029F627F70002F454 /* MNNBinarySubInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28EA29F627F60002F454 /* MNNBinarySubInt8.S */; };
+		950B28F129F627F70002F454 /* MNNBinaryMinInt8.S in Sources */ = {isa = PBXBuildFile; fileRef = 950B28EB29F627F70002F454 /* MNNBinaryMinInt8.S */; };
+		950B28F429F629A90002F454 /* CPUBinaryInt8.cpp in Sources */ = {isa = PBXBuildFile; fileRef = 950B28F229F629A90002F454 /* CPUBinaryInt8.cpp */; };
+		950B28F529F629A90002F454 /* CPUBinaryInt8.hpp in Headers */ = {isa = PBXBuildFile; fileRef = 950B28F329F629A90002F454 /* CPUBinaryInt8.hpp */; };
 		9558333D29B0947300488807 /* MNNGelu.S in Sources */ = {isa = PBXBuildFile; fileRef = 9558333C29B0947300488807 /* MNNGelu.S */; };
 		9558334729B09A2300488807 /* MNNGelu.S in Sources */ = {isa = PBXBuildFile; fileRef = 9558334629B09A2300488807 /* MNNGelu.S */; };
 		9558334B29B09A7B00488807 /* MNNGeluFP16.S in Sources */ = {isa = PBXBuildFile; fileRef = 9558334A29B09A7B00488807 /* MNNGeluFP16.S */; settings = {COMPILER_FLAGS = "-march=armv8.2-a+fp16"; }; };
@@ -1520,6 +1534,20 @@
 		92FF04A123AA0BFB00AC97F6 /* Pipeline.cpp */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.cpp.cpp; path = Pipeline.cpp; sourceTree = "<group>"; };
 		92FF04A223AA0BFB00AC97F6 /* Session.hpp */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.cpp.h; path = Session.hpp; sourceTree = "<group>"; };
 		92FF04A323AA0BFB00AC97F6 /* Session.cpp */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.cpp.cpp; path = Session.cpp; sourceTree = "<group>"; };
+		950B28DA29F627E00002F454 /* MNNBinaryMinInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryMinInt8.S; sourceTree = "<group>"; };
+		950B28DB29F627E00002F454 /* MNNBinarySqdInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinarySqdInt8.S; sourceTree = "<group>"; };
+		950B28DC29F627E00002F454 /* MNNBinarySubInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinarySubInt8.S; sourceTree = "<group>"; };
+		950B28DD29F627E00002F454 /* MNNBinaryMaxInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryMaxInt8.S; sourceTree = "<group>"; };
+		950B28DE29F627E00002F454 /* MNNBinaryMulInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryMulInt8.S; sourceTree = "<group>"; };
+		950B28DF29F627E00002F454 /* MNNBinaryAddInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryAddInt8.S; sourceTree = "<group>"; };
+		950B28E629F627F60002F454 /* MNNBinarySqdInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinarySqdInt8.S; sourceTree = "<group>"; };
+		950B28E729F627F60002F454 /* MNNBinaryMulInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryMulInt8.S; sourceTree = "<group>"; };
+		950B28E829F627F60002F454 /* MNNBinaryAddInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryAddInt8.S; sourceTree = "<group>"; };
+		950B28E929F627F60002F454 /* MNNBinaryMaxInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryMaxInt8.S; sourceTree = "<group>"; };
+		950B28EA29F627F60002F454 /* MNNBinarySubInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinarySubInt8.S; sourceTree = "<group>"; };
+		950B28EB29F627F70002F454 /* MNNBinaryMinInt8.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNBinaryMinInt8.S; sourceTree = "<group>"; };
+		950B28F229F629A90002F454 /* CPUBinaryInt8.cpp */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.cpp.cpp; path = CPUBinaryInt8.cpp; sourceTree = "<group>"; };
+		950B28F329F629A90002F454 /* CPUBinaryInt8.hpp */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.cpp.h; path = CPUBinaryInt8.hpp; sourceTree = "<group>"; };
 		9558333C29B0947300488807 /* MNNGelu.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNGelu.S; sourceTree = "<group>"; };
 		9558334629B09A2300488807 /* MNNGelu.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; path = MNNGelu.S; sourceTree = "<group>"; };
 		9558334A29B09A7B00488807 /* MNNGeluFP16.S */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.asm; name = MNNGeluFP16.S; path = ../../../arm82/asm/arm64/MNNGeluFP16.S; sourceTree = "<group>"; };
@@ -1906,6 +1934,8 @@
 				92FF012F23AA0B4E00AC97F6 /* CPUBackend.cpp */,
 				92FF021223AA0B5600AC97F6 /* CPUBackend.hpp */,
 				92FF012223AA0B4D00AC97F6 /* CPUBinary.cpp */,
+				950B28F229F629A90002F454 /* CPUBinaryInt8.cpp */,
+				950B28F329F629A90002F454 /* CPUBinaryInt8.hpp */,
 				92FF01F723AA0B5200AC97F6 /* CPUBinary.hpp */,
 				92FF01CE23AA0B4F00AC97F6 /* CPUCast.cpp */,
 				92FF011423AA0B4C00AC97F6 /* CPUCast.hpp */,
@@ -2440,6 +2470,12 @@
 		92FF013A23AA0B4E00AC97F6 /* arm32 */ = {
 			isa = PBXGroup;
 			children = (
+				950B28DF29F627E00002F454 /* MNNBinaryAddInt8.S */,
+				950B28DD29F627E00002F454 /* MNNBinaryMaxInt8.S */,
+				950B28DA29F627E00002F454 /* MNNBinaryMinInt8.S */,
+				950B28DE29F627E00002F454 /* MNNBinaryMulInt8.S */,
+				950B28DB29F627E00002F454 /* MNNBinarySqdInt8.S */,
+				950B28DC29F627E00002F454 /* MNNBinarySubInt8.S */,
 				9558333C29B0947300488807 /* MNNGelu.S */,
 				4D5662CB299B76ED0031C1A1 /* MNNMaxPoolInt8.S */,
 				4D5662C9299B76E10031C1A1 /* MNNAvgPoolInt8.S */,
@@ -2509,6 +2545,12 @@
 		92FF017C23AA0B4E00AC97F6 /* arm64 */ = {
 			isa = PBXGroup;
 			children = (
+				950B28E829F627F60002F454 /* MNNBinaryAddInt8.S */,
+				950B28E929F627F60002F454 /* MNNBinaryMaxInt8.S */,
+				950B28EB29F627F70002F454 /* MNNBinaryMinInt8.S */,
+				950B28E729F627F60002F454 /* MNNBinaryMulInt8.S */,
+				950B28E629F627F60002F454 /* MNNBinarySqdInt8.S */,
+				950B28EA29F627F60002F454 /* MNNBinarySubInt8.S */,
 				4D5662C7299B76D90031C1A1 /* MNNMaxPoolInt8.S */,
 				4D5662C5299B76CE0031C1A1 /* MNNAvgPoolInt8.S */,
 				4DCC792228FEC5CB00C9BA9E /* MNNGemmInt8AddBiasScale_ARMV86_Unit.S */,
@@ -2848,6 +2890,7 @@
 				4D9A935826255BDA00F9B43C /* FeatureTypes.pb-c.h in Headers */,
 				CECF8C7C299CAD9400D3875B /* hmac-sha.h in Headers */,
 				48608B53250632EC00CB1D71 /* GeometryComputerUtils.hpp in Headers */,
+				950B28F529F629A90002F454 /* CPUBinaryInt8.hpp in Headers */,
 				489D7A732550FDC800AD896A /* MetalBackend.hpp in Headers */,
 				92FF03AC23AA0B5A00AC97F6 /* ResizeFunction.h in Headers */,
 				92FF037823AA0B5A00AC97F6 /* CPUROIPooling.hpp in Headers */,
@@ -3230,6 +3273,7 @@
 				92FF043923AA0B7100AC97F6 /* ShapeDequantize.cpp in Sources */,
 				4D4CF4672760946500A36D9F /* miscellaneous.cpp in Sources */,
 				48747D50245D9E13000B9709 /* CPURaster.cpp in Sources */,
+				950B28E429F627E00002F454 /* MNNBinaryMulInt8.S in Sources */,
 				489D7A782550FDC800AD896A /* MetalEltwise.mm in Sources */,
 				92FF02FD23AA0B5A00AC97F6 /* MNNScaleAddInt8.S in Sources */,
 				4D9A935D26255BDA00F9B43C /* DataStructures.pb-c.c in Sources */,
@@ -3244,6 +3288,7 @@
 				92FF045223AA0B7100AC97F6 /* ShapeResize.cpp in Sources */,
 				48747D6F245D9E33000B9709 /* GeometryConcat.cpp in Sources */,
 				4819FB3224C1396A0050BD09 /* GeometryReduce.cpp in Sources */,
+				950B28EF29F627F70002F454 /* MNNBinaryMaxInt8.S in Sources */,
 				92FF02B023AA0B5A00AC97F6 /* CPUDequantize.cpp in Sources */,
 				92FF04C223AA0BFB00AC97F6 /* Pipeline.cpp in Sources */,
 				92FF04C423AA0BFB00AC97F6 /* Session.cpp in Sources */,
@@ -3255,12 +3300,14 @@
 				92FF03C323AA0B5A00AC97F6 /* CPUEltwise.cpp in Sources */,
 				48C84B96250F71E900EE7666 /* CPUSoftmax.cpp in Sources */,
 				92FF02F223AA0B5A00AC97F6 /* MNNBlitC3ToFloatRGBA.S in Sources */,
+				950B28E529F627E00002F454 /* MNNBinaryAddInt8.S in Sources */,
 				4DAE9B9E2799488C00449DC4 /* structural.cpp in Sources */,
 				489D7A6F2550FDC800AD896A /* MetalCast.mm in Sources */,
 				92FF030323AA0B5A00AC97F6 /* MNNLoadU8AndSum.S in Sources */,
 				C4EF5FB62657A9E70094235C /* ConvInt8TiledExecutor.cpp in Sources */,
 				92FF02D223AA0B5A00AC97F6 /* MNNNV21ToRGBAUnit.S in Sources */,
 				48747D66245D9E33000B9709 /* GeometryDepthToSpace.cpp in Sources */,
+				950B28ED29F627F70002F454 /* MNNBinaryMulInt8.S in Sources */,
 				481FA853259C27E00047F01F /* ShapeTensorArray.cpp in Sources */,
 				6A131E3F25823349002EC3D6 /* PluginShapeInference.cpp in Sources */,
 				92FF025723AA0B5A00AC97F6 /* CPUQuanConvolutionDepthwise.cpp in Sources */,
@@ -3277,6 +3324,7 @@
 				4D56629B299341270031C1A1 /* MetalFuse.mm in Sources */,
 				4D5662C8299B76D90031C1A1 /* MNNMaxPoolInt8.S in Sources */,
 				92FF027523AA0B5A00AC97F6 /* CPUConvolution.cpp in Sources */,
+				950B28E129F627E00002F454 /* MNNBinarySqdInt8.S in Sources */,
 				48958783268EBA7C00EA01A7 /* ShapeSegmentMean.cpp in Sources */,
 				48747D61245D9E33000B9709 /* ConvertUtils.cpp in Sources */,
 				92FF043B23AA0B7100AC97F6 /* ShapeDetectionPostProcess.cpp in Sources */,
@@ -3314,6 +3362,7 @@
 				4DCF53902892B17100B5B393 /* ShapeHistogram.cpp in Sources */,
 				92FF043423AA0B7100AC97F6 /* ShapeStridedSlice.cpp in Sources */,
 				4896D37825FE2A6B00717702 /* MNNExpFP16.S in Sources */,
+				950B28E029F627E00002F454 /* MNNBinaryMinInt8.S in Sources */,
 				4D4CF46B2760946500A36D9F /* draw.cpp in Sources */,
 				48FA474A23AA127B00172C3B /* Utils.cpp in Sources */,
 				92FF043F23AA0B7100AC97F6 /* ShapeTensorConvert.cpp in Sources */,
@@ -3335,6 +3384,7 @@
 				48CA2F572681844C003A1796 /* MNNUnpackC8FP16.S in Sources */,
 				92FF030E23AA0B5A00AC97F6 /* MNNNV21ToRGBUnit.S in Sources */,
 				4837147225A599EC004DBDED /* Arm82Binary.cpp in Sources */,
+				950B28EE29F627F70002F454 /* MNNBinaryAddInt8.S in Sources */,
 				92FF03CE23AA0B5A00AC97F6 /* CPUOPRegister.cpp in Sources */,
 				92FF02B323AA0B5A00AC97F6 /* CPUInstanceNorm.cpp in Sources */,
 				4819FB2C24C1396A0050BD09 /* GeometryPoolGrad.cpp in Sources */,
@@ -3369,6 +3419,7 @@
 				92FF02E823AA0B5A00AC97F6 /* MNNSamplerC1BilinearOpt.S in Sources */,
 				92FF031C23AA0B5A00AC97F6 /* MNNReluInt8.S in Sources */,
 				489D7A912550FDC900AD896A /* MetalScale.mm in Sources */,
+				950B28E329F627E00002F454 /* MNNBinaryMaxInt8.S in Sources */,
 				92FF043D23AA0B7100AC97F6 /* ShapeGatherV2.cpp in Sources */,
 				489D7AA32550FDC900AD896A /* MetalRaster.mm in Sources */,
 				4D9A936A26255BDA00F9B43C /* CoreMLBinary.cpp in Sources */,
@@ -3377,6 +3428,7 @@
 				92FF02F723AA0B5A00AC97F6 /* MNNConvDwF23MulTransUnit.S in Sources */,
 				EBECA39824643D320062C7A3 /* Arm82Relu.cpp in Sources */,
 				92FF043823AA0B7100AC97F6 /* ShapeUnravelIndex.cpp in Sources */,
+				950B28F129F627F70002F454 /* MNNBinaryMinInt8.S in Sources */,
 				92FF035723AA0B5A00AC97F6 /* CPUOneHot.cpp in Sources */,
 				92FF03C423AA0B5A00AC97F6 /* CPUInterp.cpp in Sources */,
 				92FF02E023AA0B5A00AC97F6 /* MNNMatrixSub.S in Sources */,
@@ -3469,6 +3521,8 @@
 				4D6D7FD72656896D00F80814 /* SparseConvolutionTiledExecutor.cpp in Sources */,
 				CECF8C82299CAD9400D3875B /* log_api.cpp in Sources */,
 				92FF03A823AA0B5A00AC97F6 /* WinogradOptFunction.cpp in Sources */,
+				950B28E229F627E00002F454 /* MNNBinarySubInt8.S in Sources */,
+				950B28F029F627F70002F454 /* MNNBinarySubInt8.S in Sources */,
 				4A224A0C27D0C2D9000A9260 /* ConvolutionPackWinograd.cpp in Sources */,
 				4D0C80E52862FC4700C7CAD6 /* CoreMLRaster.metal in Sources */,
 				92FF044123AA0B7100AC97F6 /* ShapeMoments.cpp in Sources */,
@@ -3553,6 +3607,7 @@
 				4838EA852611C00B0027232C /* MetalGridSample.mm in Sources */,
 				489D7AAF2550FDC900AD896A /* MetalConvolutionWinograd.mm in Sources */,
 				48887728215B639F0079B12E /* WingoradGenerater.cpp in Sources */,
+				950B28F429F629A90002F454 /* CPUBinaryInt8.cpp in Sources */,
 				92FF045423AA0B7100AC97F6 /* ShapeRNNSequenceGRU.cpp in Sources */,
 				4896D37C25FE2A6B00717702 /* MNNConvDwF23SourceTransUnitFP16.S in Sources */,
 				EB8D2ABE246A4975009948D1 /* Arm82OpRegister.cpp in Sources */,
@@ -3621,6 +3676,7 @@
 				4D9A937626255BDA00F9B43C /* CoreMLScale.cpp in Sources */,
 				48034567254157DF004738E3 /* MNNNV21ToBGRAUnit.S in Sources */,
 				C48CAE2728900C4A00271A6D /* ConvInt8Winograd.cpp in Sources */,
+				950B28EC29F627F70002F454 /* MNNBinarySqdInt8.S in Sources */,
 			);
 			runOnlyForDeploymentPostprocessing = 0;
 		};
@@ -3939,7 +3995,7 @@
 				METAL_LIBRARY_FILE_BASE = mnn;
 				ONLY_ACTIVE_ARCH = YES;
 				OTHER_CFLAGS = "";
-				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.deconvint8.test;
+				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.bbbbb.test;
 				PRODUCT_NAME = "$(TARGET_NAME:c99extidentifier)";
 				PROVISIONING_PROFILE_SPECIFIER = "";
 				"PROVISIONING_PROFILE_SPECIFIER[sdk=macosx*]" = "";
@@ -4000,7 +4056,7 @@
 				MACH_O_TYPE = staticlib;
 				METAL_LIBRARY_FILE_BASE = mnn;
 				OTHER_CFLAGS = "";
-				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.deconvint8.test;
+				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.bbbbb.test;
 				PRODUCT_NAME = "$(TARGET_NAME:c99extidentifier)";
 				PROVISIONING_PROFILE_SPECIFIER = "";
 				"PROVISIONING_PROFILE_SPECIFIER[sdk=macosx*]" = "";
@@ -4032,7 +4088,7 @@
 				IPHONEOS_DEPLOYMENT_TARGET = 9.0;
 				LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks";
 				OTHER_CPLUSPLUSFLAGS = "$(OTHER_CFLAGS)";
-				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.deconvint8.test;
+				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.bbbbb.test;
 				PRODUCT_NAME = "$(TARGET_NAME)";
 				TARGETED_DEVICE_FAMILY = "1,2";
 			};
@@ -4057,7 +4113,7 @@
 				IPHONEOS_DEPLOYMENT_TARGET = 9.0;
 				LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks";
 				OTHER_CPLUSPLUSFLAGS = "$(OTHER_CFLAGS)";
-				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.deconvint8.test;
+				PRODUCT_BUNDLE_IDENTIFIER = jiuqi.bbbbb.test;
 				PRODUCT_NAME = "$(TARGET_NAME)";
 				TARGETED_DEVICE_FAMILY = "1,2";
 			};
diff --git a/pymnn/pip_package/MNN/cv/__init__.py b/pymnn/pip_package/MNN/cv/__init__.py
index 611b42d90..9a6015d09 100644
--- a/pymnn/pip_package/MNN/cv/__init__.py
+++ b/pymnn/pip_package/MNN/cv/__init__.py
@@ -236,6 +236,21 @@
 # solvePnP
 SOLVEPNP_ITERATIVE = 0
 SOLVEPNP_SQPNP = 8
+# decomp types
+DECOMP_LU = 0
+DECOMP_SVD = 1
+DECOMP_EIG = 2
+DECOMP_CHOLESKY = 3
+DECOMP_QR = 4
+DECOMP_NORMAL = 16
+# norm tyes
+NORM_INF = 1
+NORM_L1 = 2
+NORM_L2 = 4
+NORM_MINMAX = 32
+# adaptive threshold types
+ADAPTIVE_THRESH_MEAN_C = 0
+ADAPTIVE_THRESH_GAUSSIAN_C = 1
 # helper functions
 def __to_int(x):
     dtype = x.dtype
@@ -327,3 +342,45 @@ def rotate(src, rotateMode):
     if rotateMode == ROTATE_90_COUNTERCLOCKWISE:
         return flip(src.transpose([1, 0, 2]), 0)
     return src
+def normalize(src, dst, alpha=None, beta=None, norm_type=None, dtype=None, mask=None):
+    dtype = src.dtype
+    if norm_type == NORM_INF:
+        dst = src / _expr.reduce_max(src)
+    if norm_type == NORM_L1:
+        dst = src / _expr.reduce_sum(src)
+    if norm_type == NORM_L2:
+        dst = src / _expr.sqrt(_expr.reduce_sum(src * src))
+    if norm_type == NORM_MINMAX:
+        dmin, dmax = min(alpha, beta), max(alpha, beta)
+        smin, smax = _expr.reduce_min(src), _expr.reduce_max(src)
+        scale = (dmax - dmin) * 1./(smax - smin)
+        shift = dmin - smin * scale
+        dst = src * scale + shift
+    if dtype == _np.uint8:
+        dst = _expr.minimum(_expr.maximum(_expr.round(dst), 0), 255)
+    return _expr.cast(dst, dtype)
+def merge(mv):
+    shape = mv[0].shape
+    if len(shape) > 3:
+        return _np.stack(mv, -1)
+    expand_dim = None
+    if len(shape) == 1:
+        expand_dim = [1, 2]
+    elif len(shape) == 2:
+        expand_dim = [2]
+    if expand_dim is not None:
+        mv = [_np.expand_dims(m, expand_dim) for m in mv]
+    return _np.concatenate(mv, 2)
+def split(m):
+    shape = m.shape
+    if len(shape) == 3:
+        dst = _expr.split(m, [1]*shape[2], -1)
+        dst = [_expr.squeeze(d, -1) for d in dst]
+        return dst
+    if len(shape) == 1:
+        m = _expr.unsqueeze(m, 1)
+    return (m,)
+def addWeighted(src1, alpha, src2, beta, gamma):
+    dtype = src1.dtype
+    dst = src1 * alpha + src2 * beta + gamma
+    return dst.astype(dtype)
\ No newline at end of file
diff --git a/pymnn/pip_package/MNN/numpy/linalg/__init__.py b/pymnn/pip_package/MNN/numpy/linalg/__init__.py
index 8a2030e7c..b691d3574 100644
--- a/pymnn/pip_package/MNN/numpy/linalg/__init__.py
+++ b/pymnn/pip_package/MNN/numpy/linalg/__init__.py
@@ -1,4 +1,5 @@
 import MNN.expr as _F
+import MNN.cv as _cv
 
 # Linear algebra
 def norm(x, ord=None, axis=None, keepdims=False):
@@ -44,4 +45,7 @@ def norm(x, ord=None, axis=None, keepdims=False):
 
 def svd(a, full_matrices=True, compute_uv=True, hermitian=False):
     w, u, vt = _F.svd(a)
-    return (u, w, vt)
\ No newline at end of file
+    return (u, w, vt)
+
+def solve(a, b):
+    return _cv.solve(a, b)[1]
\ No newline at end of file
diff --git a/pymnn/src/cv.h b/pymnn/src/cv.h
index 081f4f93f..6f64be119 100644
--- a/pymnn/src/cv.h
+++ b/pymnn/src/cv.h
@@ -89,6 +89,17 @@ static PyObject* PyMNNCV_solvePnP(PyObject *self, PyObject *args) {
     PyMNN_ERROR("solvePnP require args: (Var, Var, Var, Var, |bool)");
 }
 #endif
+// core
+#if defined(PYMNN_CVCORE) || (!defined(PYMNN_USE_ALINNPYTHON))
+static PyObject* PyMNNCV_solve(PyObject *self, PyObject *args) {
+    PyObject *src1, *src2;
+    int method = 0;
+    if (PyArg_ParseTuple(args, "OO|i", &src1, &src2, &method) && isVar(src1) && isVar(src2)) {
+        return toPyObj<bool, toPyObj, VARP, toPyObj>(CV::solve(toVar(src1), toVar(src2), method));
+    }
+    PyMNN_ERROR("solve require args: (Var, Var, |int)");
+}
+#endif
 // color
 #if defined(PYMNN_IMGPROC_COLOR) || (!defined(PYMNN_USE_ALINNPYTHON))
 static PyObject* PyMNNCV_cvtColor(PyObject *self, PyObject *args) {
@@ -111,6 +122,15 @@ static PyObject* PyMNNCV_cvtColorTwoPlane(PyObject *self, PyObject *args) {
 #endif
 // filter
 #if defined(PYMNN_IMGPROC_FILTER) || (!defined(PYMNN_USE_ALINNPYTHON))
+static PyObject* PyMNNCV_bilateralFilter(PyObject *self, PyObject *args) {
+    PyObject *src;
+    int d, borderType = 1;
+    float sigmaColor, sigmaSpace;
+    if (PyArg_ParseTuple(args, "Oiff|i", &src, &d, &sigmaColor, &sigmaSpace, &borderType) && isVar(src)) {
+        return toPyObj(CV::bilateralFilter(toVar(src), d, sigmaColor, sigmaSpace, borderType));
+    }
+    PyMNN_ERROR("bilateralFilter require args: (Var, int, float, float, |BorderTypes)");
+}
 static PyObject* PyMNNCV_blur(PyObject *self, PyObject *args) {
     PyObject *src, *ksize;
     int borderType = 1;
@@ -141,6 +161,16 @@ static PyObject* PyMNNCV_dilate(PyObject *self, PyObject *args) {
     }
     PyMNN_ERROR("dilate require args: (Var, Var, |int, BorderTypes)");
 }
+static PyObject* PyMNNCV_erode(PyObject *self, PyObject *args) {
+    PyObject *src, *kernel;
+    int iterations = 1;
+    int borderType = 1;
+    if (PyArg_ParseTuple(args, "OO|ii", &src, &kernel, &iterations, &borderType) &&
+        isVar(src) && isVar(kernel)) {
+        return toPyObj(CV::erode(toVar(src), toVar(kernel), iterations, borderType));
+    }
+    PyMNN_ERROR("erode require args: (Var, Var, |int, BorderTypes)");
+}
 static PyObject* PyMNNCV_filter2D(PyObject *self, PyObject *args) {
     PyObject *src, *kernel;
     int ddepth;
@@ -286,6 +316,15 @@ static PyObject* PyMNNCV_sqrBoxFilter(PyObject *self, PyObject *args) {
 #endif
 // geometric
 #if defined(PYMNN_IMGPROC_GEOMETRIC) || (!defined(PYMNN_USE_ALINNPYTHON))
+static PyObject* PyMNNCV_convertMaps(PyObject *self, PyObject *args) {
+    PyObject *map1, *map2;
+    int dstmap1type;
+    bool nninterpolation = false;
+    if (PyArg_ParseTuple(args, "OOi|i", &map1, &map2, &dstmap1type, &nninterpolation) && isVar(map1) && isVar(map2)) {
+        return toPyObj<VARP, toPyObj, VARP, toPyObj>(CV::convertMaps(toVar(map1), toVar(map2), dstmap1type, nninterpolation));
+    }
+    PyMNN_ERROR("convertMaps require args: (Var, Var, int, |bool)");
+}
 static PyObject* PyMNNCV_getAffineTransform(PyObject *self, PyObject *args) {
     PyObject *src, *dst;
     if (PyArg_ParseTuple(args, "OO", &src, &dst) && isPoints(src) && isPoints(dst)) {
@@ -323,6 +362,15 @@ static PyObject* PyMNNCV_invertAffineTransform(PyObject *self, PyObject *args) {
     }
     PyMNN_ERROR("invertAffineTransform require args: (Matrix)");
 }
+static PyObject* PyMNNCV_remap(PyObject *self, PyObject *args) {
+    PyObject *src, *map1, *map2;
+    int interpolation, borderMode = 0, borderValue = 0;
+    if (PyArg_ParseTuple(args, "OOOi|ii", &src, &map1, &map2, &interpolation, &borderMode, &borderValue) &&
+        isVar(src) && isVar(map1) && isVar(map2)) {
+        return toPyObj(CV::remap(toVar(src), toVar(map1), toVar(map2), interpolation, borderMode, borderValue));
+    }
+    PyMNN_ERROR("remap require args: (Var, Var, Var, int, |int, int)");
+}
 static PyObject* PyMNNCV_resize(PyObject *self, PyObject *args) {
     std::vector<float> default_floats = {};
     PyObject *src, *dsize, *mean = nullptr /* default_floats */, *norm = nullptr /* default_floats */;
@@ -366,6 +414,15 @@ static PyObject* PyMNNCV_warpPerspective(PyObject *self, PyObject *args) {
 #endif
 // miscellaneous
 #if defined(PYMNN_IMGPROC_MISCELLANEOUS) || (!defined(PYMNN_USE_ALINNPYTHON))
+static PyObject* PyMNNCV_adaptiveThreshold(PyObject *self, PyObject *args) {
+    PyObject *src;
+    float maxValue, C;
+    int adaptiveMethod, thresholdType, blockSize;
+    if (PyArg_ParseTuple(args, "Ofiiif", &src, &maxValue, &adaptiveMethod, &thresholdType, &blockSize, &C) && isVar(src)) {
+        return toPyObj(CV::adaptiveThreshold(toVar(src), maxValue, adaptiveMethod, thresholdType, blockSize, C));
+    }
+    PyMNN_ERROR("adaptiveThreshold require args: (Var, float, int, int, int, float)");
+}
 static PyObject* PyMNNCV_blendLinear(PyObject *self, PyObject *args) {
     PyObject *src1, *src2, *weight1, *weight2;
     if (PyArg_ParseTuple(args, "OOOO", &src1, &src2, &weight1, &weight2) &&
@@ -627,6 +684,12 @@ static PyMethodDef PyMNNCV_methods[] = {
         imwrite, "imwrite"
     )
 #endif
+#if defined(PYMNN_CVCORE) || (!defined(PYMNN_USE_ALINNPYTHON))
+    // core
+    register_methods(CV,
+        solve, "solve"
+    )
+#endif
 #if defined(PYMNN_CALIB3D) || (!defined(PYMNN_USE_ALINNPYTHON))
     // calib3d
     register_methods(CV,
@@ -644,9 +707,11 @@ static PyMethodDef PyMNNCV_methods[] = {
 #if defined(PYMNN_IMGPROC_FILTER) || (!defined(PYMNN_USE_ALINNPYTHON))
     // filter
     register_methods(CV,
+        bilateralFilter, "bilateralFilter",
         blur, "blur",
         boxFilter, "boxFilter",
         dilate, "dilate",
+        erode, "erode",
         filter2D, "filter2D",
         GaussianBlur, "GaussianBlur",
         getDerivKernels, "getDerivKernels",
@@ -666,11 +731,13 @@ static PyMethodDef PyMNNCV_methods[] = {
 #if defined(PYMNN_IMGPROC_GEOMETRIC) || (!defined(PYMNN_USE_ALINNPYTHON))
     // geometric
     register_methods(CV,
+        convertMaps, "convertMaps",
         getAffineTransform, "getAffineTransform",
         getPerspectiveTransform, "getPerspectiveTransform",
         getRectSubPix, "getRectSubPix",
         getRotationMatrix2D, "getRotationMatrix2D",
         invertAffineTransform, "invertAffineTransform",
+        remap, "remap",
         resize, "resize",
         warpAffine, "warpAffine",
         warpPerspective, "warpPerspective"
@@ -679,6 +746,7 @@ static PyMethodDef PyMNNCV_methods[] = {
 #if defined(PYMNN_IMGPROC_MISCELLANEOUS) || (!defined(PYMNN_USE_ALINNPYTHON))
     // miscellaneous
     register_methods(CV,
+        adaptiveThreshold, "adaptiveThreshold",
         blendLinear, "blendLinear",
         threshold, "threshold"
     )
diff --git a/pymnn/src/expr.h b/pymnn/src/expr.h
index 27cf56b5c..4de950645 100644
--- a/pymnn/src/expr.h
+++ b/pymnn/src/expr.h
@@ -11,7 +11,8 @@ def_enum(dtype, DType,
         DType_DOUBLE, "double",
         DType_INT32, "int",
         DType_INT64, "int64",
-        DType_UINT8, "uint8"
+        DType_UINT8, "uint8",
+        DType_INT8, "int8"
         )
 def_enum(Padding_Mode, PaddingMode,
         CAFFE, "CAFFE",
@@ -867,6 +868,8 @@ static PyObject* PyMNNVar_read(PyMNNVar *self, PyObject *args) {
                 return PyArray_SimpleNewFromData(npy_dims.size(), npy_dims.data(), NPY_INT64, dataPtr);
             case DType_UINT8:
                 return PyArray_SimpleNewFromData(npy_dims.size(), npy_dims.data(), NPY_UINT8, dataPtr);
+            case DType_INT8:
+                return PyArray_SimpleNewFromData(npy_dims.size(), npy_dims.data(), NPY_INT8, dataPtr);
             default:
                 PyMNN_ERROR("does not support this dtype");
         }
@@ -1609,9 +1612,9 @@ static PyObject* PyMNNExpr_raster(PyObject *self, PyObject *args) {
 }
 static PyObject* PyMNNExpr_quant(PyObject *self, PyObject *args) {
     PyObject *var, *scale;
-    int min = -127, max = 127;
-    if (PyArg_ParseTuple(args, "OO|ii", &var, &scale, &min, &max) && isVar(var) && isVar(scale)) {
-        return toPyObj(Express::_FloatToInt8(toVar(var), toVar(scale), min, max));
+    int min = -128, max = 127, zero = 0;
+    if (PyArg_ParseTuple(args, "OO|ii", &var, &scale, &min, &max, &zero) && isVar(var) && isVar(scale)) {
+        return toPyObj(Express::_FloatToInt8(toVar(var), toVar(scale), min, max, zero));
     }
     PyMNN_ERROR("quant require args: (Var, Var, |int, int)");
 }
diff --git a/pymnn/src/util.h b/pymnn/src/util.h
index f1ec2be08..2e99f896a 100644
--- a/pymnn/src/util.h
+++ b/pymnn/src/util.h
@@ -114,6 +114,7 @@ inline void store_scalar(void* data, int dtype, PyObject* obj) {
     case 9: *(int64_t*)data = unpackLong(obj); break;
     case 1: *(float*)data = (float)unpackDouble(obj); break;
     case 2: *(double*)data = (double)unpackDouble(obj); break;
+    case 6: *(int8_t*)data = (int8_t)unpackLong(obj); break;
     default: PyMNN_ERROR_LOG("store_scalar: invalid type");
   }
 }
@@ -203,6 +204,9 @@ DType htype2dtype(halide_type_t type) {
     if (type.code == halide_type_uint && type.bits == 8) {
         return DType_UINT8;
     }
+    if (type.code == halide_type_int && type.bits == 8) {
+        return DType_INT8;
+    }
     if (type.code == halide_type_int && type.bits == 32) {
         return DType_INT32;
     }
diff --git a/pymnn/test/unit_test.py b/pymnn/test/unit_test.py
index 1949aa48f..cbaab2608 100644
--- a/pymnn/test/unit_test.py
+++ b/pymnn/test/unit_test.py
@@ -553,6 +553,10 @@ def test_cvtColor(self):
     def test_cvtColorTwoPlane(self):
         pass
     # filter
+    def test_bilateralFilter(self):
+        x = cv.bilateralFilter(self.img, 20, 80.0, 35.0)
+        y = cv2.bilateralFilter(self.img_, 20, 80.0, 35.0)
+        self.assertEqualImg(x, y)
     def test_blur(self):
         x = cv.blur(self.imgf, (3, 3))
         y = cv2.blur(self.imgf_, (3, 3))
@@ -561,6 +565,10 @@ def test_boxFilter(self):
         x = cv.boxFilter(self.imgf, -1, (3, 3))
         y = cv2.boxFilter(self.imgf_, -1, (3, 3))
         self.assertEqualImg(x, y)
+    def test_erode(self):
+        x = cv.erode(self.imgf, cv.getStructuringElement(0, (3, 3)))
+        y = cv2.erode(self.imgf_, cv2.getStructuringElement(0, (3, 3)))
+        self.assertEqualImg(x, y)
     def test_dilate(self):
         x = cv.dilate(self.imgf, cv.getStructuringElement(0, (3, 3)))
         y = cv2.dilate(self.imgf_, cv2.getStructuringElement(0, (3, 3)))
@@ -659,6 +667,19 @@ def test_invertAffineTransform(self):
         y = cv2.invertAffineTransform(cvM)
         x = np.asarray(x.read()[:6]).reshape(y.shape)
         self.assertEqualArray(x, y)
+    def test_remap(self):
+        row, col, ch = self.img_.shape
+        mapx_ = np.ones(self.img_.shape[:2], np.float32)
+        mapy_ = np.ones(self.img_.shape[:2], np.float32)
+        for i in range(row):
+            for j in range(col):
+                mapx_.itemset((i, j), j)
+                mapy_.itemset((i, j), row-i)
+        mapx = expr.const(mapx_, mapx_.shape)
+        mapy = expr.const(mapy_, mapy_.shape)
+        x = cv.remap(self.img, mapx, mapy, cv.INTER_LINEAR)
+        y = cv2.remap(self.img_, mapx_, mapy_, cv2.INTER_LINEAR)
+        self.assertEqualImg(x, y)
     def test_resize(self):
         x = cv.resize(self.img, (180, 240))
         y = cv2.resize(self.img_, (180, 240))
@@ -681,6 +702,12 @@ def test_warpPerspective(self):
         y = cv2.warpPerspective(self.img_, cvM, (480, 360))
         self.assertEqualImg(x, y)
     # miscellaneous
+    def test_adaptiveThreshold(self):
+        a = cv.cvtColor(self.img, cv.COLOR_BGR2GRAY)
+        a_ = cv2.cvtColor(self.img_, cv2.COLOR_BGR2GRAY)
+        x = cv.adaptiveThreshold(a, 50, cv.ADAPTIVE_THRESH_GAUSSIAN_C, cv.THRESH_BINARY, 5, 2)
+        y = cv2.adaptiveThreshold(a_, 50, cv2.ADAPTIVE_THRESH_GAUSSIAN_C, cv2.THRESH_BINARY, 5, 2)
+        self.assertEqual(x.shape[:2], list(y.shape))
     def test_blendLinear(self):
         if version_info.major < 3:
             # py2: cv2 don't have blendLinear
@@ -817,6 +844,81 @@ def test_rotate(self):
         x = cv.rotate(self.img, cv.ROTATE_90_COUNTERCLOCKWISE)
         y = cv2.rotate(self.img_, cv2.ROTATE_90_COUNTERCLOCKWISE)
         self.assertEqualImg(x, y)
+    def test_solve(self):
+        a = np.array([2., 3., 4., 0., 1., 5., 0., 0., 3.]).reshape(3, 3)
+        b = np.array([1., 2., 3.]).reshape(3, 1)
+        a_ = mp.array([2., 3., 4., 0., 1., 5., 0., 0., 3.]).reshape(3, 3)
+        b_ = mp.array([1., 2., 3.]).reshape(3, 1)
+        x_, x = cv.solve(a_, b_)
+        y_, y = cv2.solve(a, b)
+        self.assertEqual(x_, y_)
+        self.assertEqualVar(x, y)
+    def test_normalize(self):
+        x = mp.arange(12).reshape(2, 2, 3).astype(mp.uint8)
+        x_ = np.arange(12).reshape(2, 2, 3).astype(np.uint8)
+        y = cv.normalize(x, None, -50, 270, cv.NORM_MINMAX)
+        y_ = cv2.normalize(x_, None, -50, 270., cv2.NORM_MINMAX)
+        self.assertEqualVar(y, y_)
+    def test_merge(self):
+        # dim = 1
+        a = mp.arange(9)
+        a_ = np.arange(9)
+        channels = [a, a, a]
+        channels_ = [a_, a_, a_]
+        x = cv.merge(channels)
+        y = cv2.merge(channels_)
+        self.assertEqualVar(x, y)
+        # dim = 2
+        a = a.reshape(3, 3)
+        a_ = a_.reshape(3, 3)
+        channels = [a, a, a]
+        channels_ = [a_, a_, a_]
+        x = cv.merge(channels)
+        y = cv2.merge(channels_)
+        self.assertEqualVar(x, y)
+        # dim = 3
+        channels = [self.img, self.img, self.img]
+        channels_ = [self.img_, self.img_, self.img_]
+        x = cv.merge(channels)
+        y = cv2.merge(channels_)
+        self.assertEqualImg(x, y)
+        # dim = 5
+        a = a.reshape(1, 3, 1, 3, 1)
+        a_ = a_.reshape(1, 3, 1, 3, 1)
+        channels = [a, a, a]
+        channels_ = [a_, a_, a_]
+        x = cv.merge(channels)
+        y = cv2.merge(channels_)
+        self.assertEqualVar(x, y)
+    def test_split(self):
+        # dim = 1
+        a = mp.arange(12.)
+        a_ = np.arange(12.)
+        channels = cv.split(a)
+        channels_ = cv2.split(a_)
+        self.assertEqualVars(channels, channels_)
+        # dim = 2
+        a = a.reshape(4, 3)
+        a_ = a_.reshape(4, 3)
+        channels = cv.split(a)
+        channels_ = cv2.split(a_)
+        self.assertEqualVars(channels, channels_)
+        # dim = 3
+        a = a.reshape(2, 2, 3)
+        a_ = a_.reshape(2, 2, 3)
+        channels = cv.split(a)
+        channels_ = cv2.split(a_)
+        self.assertEqualVars(channels, channels_)
+        # dim = 4
+        a = a.reshape(1, 2, 2, 3)
+        a_ = a_.reshape(1, 2, 2, 3)
+        channels = cv.split(a)
+        channels_ = cv2.split(a_)
+        self.assertEqualVars(channels, channels_)
+    def test_addWeight(self):
+        s = cv.addWeighted(self.img, 0.2, self.img, 0.3, 2)
+        s_ = cv2.addWeighted(self.img_, 0.2, self.img_, 0.3, 2)
+        self.assertEqualImg(s, s_)
     # numpy
     def test_from_shape_or_value(self):
         x = mp.zeros([2, 2])
@@ -957,6 +1059,14 @@ def test_linear_algebra(self):
         a_ = np.arange(9.).reshape([3,3])
         # just compare w Matrix
         self.assertEqualVar(mp.linalg.svd(a)[1], np.linalg.svd(a_)[1])
+        a = np.array([2., 3., 4., 0., 1., 5., 0., 0., 3.]).reshape(3, 3)
+        b = np.array([1., 2., 3.]).reshape(3, 1)
+        a_ = mp.array([2., 3., 4., 0., 1., 5., 0., 0., 3.]).reshape(3, 3)
+        b_ = mp.array([1., 2., 3.]).reshape(3, 1)
+        x = np.linalg.solve(a, b)
+        x_ = mp.linalg.solve(a_, b_)
+        self.assertEqualVar(x_, x)
+
     def test_Logic(self):
         x = mp.array([1,0,2,3,0])
         x_ = np.array([1,0,2,3,0])
diff --git a/resource/exec/rasterDemo_transpose.json b/resource/exec/rasterDemo_transpose.json
deleted file mode 100644
index 20e45834d..000000000
--- a/resource/exec/rasterDemo_transpose.json
+++ /dev/null
@@ -1,33 +0,0 @@
-{
-    "inputs" : [
-        {
-            "id" : 0,
-            "type" : "int",
-            "dims" : [1, 1, 5, 4],
-            "data" : [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
-        }
-    ],
-    "outputs": [
-        {
-            "id" : 0,
-            "type" : "int",
-            "dims" : [1, 1, 4, 5],
-            "data" : []
-        }
-    ],
-    "regions" : [
-        {
-            "id" : 0,
-            "size" : [1, 4, 5],
-            "src" : {
-                "offset": 0,
-                "stride": [1, 1, 4]
-            },
-            "dst" : {
-                "offset" : 0,
-                "stride" : [1, 5, 1]
-            },
-            "origin": 0
-        }
-    ]
-}
diff --git a/schema/current/TensorflowOp_generated.h b/schema/current/TensorflowOp_generated.h
index 344a4609f..621054779 100644
--- a/schema/current/TensorflowOp_generated.h
+++ b/schema/current/TensorflowOp_generated.h
@@ -732,6 +732,7 @@ struct StridedSliceParamT : public flatbuffers::NativeTable {
   int32_t ellipsisMask;
   int32_t newAxisMask;
   int32_t shrinkAxisMask;
+  int32_t fromType;
   StridedSliceParamT()
       : Index(DataType_DT_INVALID),
         T(DataType_DT_INVALID),
@@ -739,7 +740,8 @@ struct StridedSliceParamT : public flatbuffers::NativeTable {
         endMask(0),
         ellipsisMask(0),
         newAxisMask(0),
-        shrinkAxisMask(0) {
+        shrinkAxisMask(0),
+        fromType(0) {
   }
 };
 
@@ -769,6 +771,9 @@ struct StridedSliceParam FLATBUFFERS_FINAL_CLASS : private flatbuffers::Table {
   int32_t shrinkAxisMask() const {
     return GetField<int32_t>(16, 0);
   }
+  int32_t fromType() const {
+    return GetField<int32_t>(18, 0);
+  }
   bool Verify(flatbuffers::Verifier &verifier) const {
     return VerifyTableStart(verifier) &&
            VerifyField<int32_t>(verifier, 4) &&
@@ -778,6 +783,7 @@ struct StridedSliceParam FLATBUFFERS_FINAL_CLASS : private flatbuffers::Table {
            VerifyField<int32_t>(verifier, 12) &&
            VerifyField<int32_t>(verifier, 14) &&
            VerifyField<int32_t>(verifier, 16) &&
+           VerifyField<int32_t>(verifier, 18) &&
            verifier.EndTable();
   }
   StridedSliceParamT *UnPack(const flatbuffers::resolver_function_t *_resolver = nullptr) const;
@@ -809,6 +815,9 @@ struct StridedSliceParamBuilder {
   void add_shrinkAxisMask(int32_t shrinkAxisMask) {
     fbb_.AddElement<int32_t>(16, shrinkAxisMask, 0);
   }
+  void add_fromType(int32_t fromType) {
+    fbb_.AddElement<int32_t>(18, fromType, 0);
+  }
   explicit StridedSliceParamBuilder(flatbuffers::FlatBufferBuilder &_fbb)
         : fbb_(_fbb) {
     start_ = fbb_.StartTable();
@@ -829,8 +838,10 @@ inline flatbuffers::Offset<StridedSliceParam> CreateStridedSliceParam(
     int32_t endMask = 0,
     int32_t ellipsisMask = 0,
     int32_t newAxisMask = 0,
-    int32_t shrinkAxisMask = 0) {
+    int32_t shrinkAxisMask = 0,
+    int32_t fromType = 0) {
   StridedSliceParamBuilder builder_(_fbb);
+  builder_.add_fromType(fromType);
   builder_.add_shrinkAxisMask(shrinkAxisMask);
   builder_.add_newAxisMask(newAxisMask);
   builder_.add_ellipsisMask(ellipsisMask);
@@ -3569,6 +3580,7 @@ inline void StridedSliceParam::UnPackTo(StridedSliceParamT *_o, const flatbuffer
   { auto _e = ellipsisMask(); _o->ellipsisMask = _e; };
   { auto _e = newAxisMask(); _o->newAxisMask = _e; };
   { auto _e = shrinkAxisMask(); _o->shrinkAxisMask = _e; };
+  { auto _e = fromType(); _o->fromType = _e; };
 }
 
 inline flatbuffers::Offset<StridedSliceParam> StridedSliceParam::Pack(flatbuffers::FlatBufferBuilder &_fbb, const StridedSliceParamT* _o, const flatbuffers::rehasher_function_t *_rehasher) {
@@ -3586,6 +3598,7 @@ inline flatbuffers::Offset<StridedSliceParam> CreateStridedSliceParam(flatbuffer
   auto _ellipsisMask = _o->ellipsisMask;
   auto _newAxisMask = _o->newAxisMask;
   auto _shrinkAxisMask = _o->shrinkAxisMask;
+  auto _fromType = _o->fromType;
   return MNN::CreateStridedSliceParam(
       _fbb,
       _Index,
@@ -3594,7 +3607,8 @@ inline flatbuffers::Offset<StridedSliceParam> CreateStridedSliceParam(flatbuffer
       _endMask,
       _ellipsisMask,
       _newAxisMask,
-      _shrinkAxisMask);
+      _shrinkAxisMask,
+      _fromType);
 }
 
 inline SqueezeParamT *SqueezeParam::UnPack(const flatbuffers::resolver_function_t *_resolver) const {
@@ -5003,6 +5017,7 @@ inline const flatbuffers::TypeTable *StridedSliceParamTypeTable() {
     { flatbuffers::ET_INT, 0, -1 },
     { flatbuffers::ET_INT, 0, -1 },
     { flatbuffers::ET_INT, 0, -1 },
+    { flatbuffers::ET_INT, 0, -1 },
     { flatbuffers::ET_INT, 0, -1 }
   };
   static const flatbuffers::TypeFunction type_refs[] = {
@@ -5015,10 +5030,11 @@ inline const flatbuffers::TypeTable *StridedSliceParamTypeTable() {
     "endMask",
     "ellipsisMask",
     "newAxisMask",
-    "shrinkAxisMask"
+    "shrinkAxisMask",
+    "fromType"
   };
   static const flatbuffers::TypeTable tt = {
-    flatbuffers::ST_TABLE, 7, type_codes, type_refs, nullptr, names
+    flatbuffers::ST_TABLE, 8, type_codes, type_refs, nullptr, names
   };
   return &tt;
 }
diff --git a/schema/default/TensorflowOp.fbs b/schema/default/TensorflowOp.fbs
index cc76a48d9..209752c8b 100644
--- a/schema/default/TensorflowOp.fbs
+++ b/schema/default/TensorflowOp.fbs
@@ -53,6 +53,9 @@ table StridedSliceParam {
     ellipsisMask:int;
     newAxisMask:int;
     shrinkAxisMask:int;
+    // type 0 --> from TF
+    // type 1 --> from Onnx/Torch
+    fromType:int;
 }
 
 table SqueezeParam {
diff --git a/source/backend/coreml/execution/CoreMLRaster.cpp b/source/backend/coreml/execution/CoreMLRaster.cpp
index d13c43b6e..35c4b7405 100644
--- a/source/backend/coreml/execution/CoreMLRaster.cpp
+++ b/source/backend/coreml/execution/CoreMLRaster.cpp
@@ -38,29 +38,44 @@ bool CoreMLRaster::buildPermute(CoreML__Specification__NeuralNetworkLayer* layer
         core_ml__specification__neural_network_layer__init(permuteLayer);
         reshapeLayer = layer;
     }
-    mCoreMLBackend->setLayerName(permuteLayer, "Permute");
-    permuteLayer->layer_case = CORE_ML__SPECIFICATION__NEURAL_NETWORK_LAYER__LAYER_PERMUTE;
-    permuteLayer->permute = mCoreMLBackend->create<CoreML__Specification__PermuteLayerParams>();
-    core_ml__specification__permute_layer_params__init(permuteLayer->permute);
-    permuteLayer->permute->n_axis = 4;
-    permuteLayer->permute->axis = mCoreMLBackend->create<uint64_t>(permuteLayer->permute->n_axis);
+    mCoreMLBackend->setLayerName(permuteLayer, "Transpose");
+    permuteLayer->layer_case = CORE_ML__SPECIFICATION__NEURAL_NETWORK_LAYER__LAYER_TRANSPOSE;
+    permuteLayer->transpose = mCoreMLBackend->create<CoreML__Specification__TransposeLayerParams>();
+    core_ml__specification__transpose_layer_params__init(permuteLayer->transpose);
+    permuteLayer->transpose->n_axes = 4;
+    permuteLayer->transpose->axes = mCoreMLBackend->create<uint64_t>(permuteLayer->transpose->n_axes);
     auto srcFormat = TensorUtils::getDescribe(input)->dimensionFormat;
     auto dstFormat = TensorUtils::getDescribe(output)->dimensionFormat;
     // NCHW -> NHWC
     if ((srcFormat == MNN_DATA_FORMAT_NC4HW4 || srcFormat == MNN_DATA_FORMAT_NCHW)
         && dstFormat == MNN_DATA_FORMAT_NHWC) {
-        permuteLayer->permute->axis[0] = 0;
-        permuteLayer->permute->axis[1] = 2;
-        permuteLayer->permute->axis[2] = 3;
-        permuteLayer->permute->axis[3] = 1;
+        permuteLayer->transpose->axes[0] = 0;
+        permuteLayer->transpose->axes[1] = 2;
+        permuteLayer->transpose->axes[2] = 3;
+        permuteLayer->transpose->axes[3] = 1;
     }
     // NHWC -> NCHW
     if ((dstFormat == MNN_DATA_FORMAT_NC4HW4 || srcFormat == MNN_DATA_FORMAT_NCHW)
         && srcFormat == MNN_DATA_FORMAT_NHWC) {
-        permuteLayer->permute->axis[0] = 0;
-        permuteLayer->permute->axis[1] = 3;
-        permuteLayer->permute->axis[2] = 1;
-        permuteLayer->permute->axis[3] = 2;
+        permuteLayer->transpose->axes[0] = 0;
+        permuteLayer->transpose->axes[1] = 3;
+        permuteLayer->transpose->axes[2] = 1;
+        permuteLayer->transpose->axes[3] = 2;
+    }
+    if (srcFormat == dstFormat) {
+        auto inputShape = input->shape();
+        auto outputShape = output->shape();
+        for (int i = 0; i < outputShape.size(); i++) {
+            auto dimVal = outputShape[i];
+            auto axis = -1;
+            for (int j = 0; j < inputShape.size(); j++) {
+                if (inputShape[j] == dimVal) {
+                    axis = j;
+                    break;
+                }
+            }
+            permuteLayer->transpose->axes[i] = axis;
+        }
     }
     mCoreMLBackend->setLayerInputs(permuteLayer, {mCoreMLBackend->getTensorName(input)});
     if (reshapeLayer) {
diff --git a/source/backend/cpu/BinaryUtils.hpp b/source/backend/cpu/BinaryUtils.hpp
index a2c0d845b..00d9d514d 100644
--- a/source/backend/cpu/BinaryUtils.hpp
+++ b/source/backend/cpu/BinaryUtils.hpp
@@ -263,6 +263,100 @@ void executeVec(void* outputRaw, const void* inputRaw0, const void* inputRaw1, i
     }
 }
 
+template<typename Func, typename V, int pack>
+void executeVecInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    Func compute;
+    int sizeDivUnit = elementSize / pack;
+    int remainCount = elementSize - sizeDivUnit * pack;
+#ifdef MNN_USE_NEON
+    sizeDivUnit = (elementSize * 4) / pack;
+    remainCount = (elementSize * 4) - sizeDivUnit * pack;
+#endif
+    auto src0 = inputRaw0;
+    auto src1 = inputRaw1;
+    auto dst = (int8_t*)outputRaw;
+#ifdef MNN_USE_SSE
+    V zeroPointV((uint8_t)(128));
+#else
+    V zeroPointV((uint8_t)(0));
+#endif
+    if (-1 == needBroadcast) {
+        if (sizeDivUnit > 0) {
+            for (int i = 0; i < sizeDivUnit; ++i) {
+                V a = V::load(src0);
+                a -= zeroPointV;
+                V b = V::load(src1);
+                b -= zeroPointV;
+                V::save(dst, compute(a, b) + zeroPointV);
+                src0 += pack;
+                src1 += pack;
+                dst += pack;
+            }
+        }
+        if (remainCount > 0) {
+            int8_t tempSrc0[pack];
+            int8_t tempSrc1[pack];
+            int8_t tempDst[pack];
+            ::memcpy(tempSrc0, src0, remainCount * sizeof(int8_t));
+            ::memcpy(tempSrc1, src1, remainCount * sizeof(int8_t));
+            V a = V::load(tempSrc0);
+            a -= zeroPointV;
+            V b = V::load(tempSrc1);
+            b -= zeroPointV;
+            V::save(tempDst, compute(a, b) + zeroPointV);
+            ::memcpy(dst, tempDst, remainCount * sizeof(int8_t));
+        }
+    } else if (0 == needBroadcast) {
+        const int8_t srcValue0 = src0[0];
+        V a = V(srcValue0);
+        a -= zeroPointV;
+        if (sizeDivUnit > 0) {
+            for (int i = 0; i < sizeDivUnit; ++i) {
+                const auto src1Ptr = src1;
+                auto dstPtr = dst;
+                V b = V::load(src1Ptr);
+                b -= zeroPointV;
+                V::save(dstPtr, compute(a, b) + zeroPointV);
+                src1 += pack;
+                dst += pack;
+            }
+        }
+        if (remainCount > 0) {
+            int8_t tempSrc1[pack];
+            int8_t tempDst[pack];
+            ::memcpy(tempSrc1, src1, remainCount * sizeof(int8_t));
+            V b = V::load(tempSrc1);
+            b -= zeroPointV;
+            V::save(tempDst, compute(a, b) + zeroPointV);
+            ::memcpy(dst, tempDst, remainCount * sizeof(int8_t));
+        }
+    } else {
+        const int8_t srcValue1 = src1[0];
+        V b = V(srcValue1);
+        b -= zeroPointV;
+        if (sizeDivUnit > 0) {
+            for (int i = 0; i < sizeDivUnit; ++i) {
+                const auto src0Ptr = src0;
+                auto dstPtr = dst;
+                V a = V::load(src0Ptr);
+                a -= zeroPointV;
+                V::save(dstPtr, compute(a, b) + zeroPointV);
+                src0 += pack;
+                dst += pack;
+            }
+        }
+        if (remainCount > 0) {
+            int8_t tempSrc0[pack];
+            int8_t tempDst[pack];
+            ::memcpy(tempSrc0, src0, remainCount * sizeof(int8_t));
+            V a = V::load(tempSrc0);
+            a -= zeroPointV;
+            V::save(tempDst, compute(a, b) +zeroPointV);
+            ::memcpy(dst, tempDst, remainCount * sizeof(int8_t));
+        }
+    }
+}
+
 template<typename Vec>
 struct VecBinaryAdd  {
     Vec operator()(Vec& x, Vec& y) const {
@@ -329,6 +423,49 @@ void execute(void* outputRaw, const void* inputRaw0, const void* inputRaw1, int
     }
 }
 
+template<typename Tin, typename Tout, typename Func>
+void executeInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    Func f;
+    int input0DataCount = elementSize;
+    int input1DataCount = elementSize;
+#ifdef MNN_USE_NEON
+    input0DataCount = elementSize * 4;
+    input1DataCount = elementSize * 4;
+#endif
+    const Tin* input0Data = (const Tin*)inputRaw0;
+    const Tin* input1Data = (const Tin*)inputRaw1;
+    Tout* outputData = (Tout*)outputRaw;
+    
+    float inp0 = 0, inp1 = 0, output = 0;
+#ifdef MNN_USE_SSE
+    const uint8_t zeroPoint = 128;
+#else
+    const uint8_t zeroPoint = 0;
+#endif
+    if (needBroadcast == 0) { // data count == 1, not only mean scalar input, maybe of shape (1, 1, 1, ...,1)
+        for (int i = 0; i < input1DataCount; i++) {
+            inp0 = static_cast<float>((int8_t)(inputRaw0[0] - zeroPoint)) * inputScale0[i];
+            inp1 = static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+            output = f(inp0, inp1);
+            outputData[i] = (Tout)(output * outputScale[i] + zeroPoint);
+        }
+    } else if (needBroadcast == 1) {
+        for (int i = 0; i < input0DataCount; i++) {
+            inp0 = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i];
+            inp1 = static_cast<float>((int8_t)(inputRaw1[0] - zeroPoint)) * inputScale1[i];
+            output = f(inp0, inp1);
+            outputData[i] = (Tout)(output * outputScale[i] + zeroPoint);
+        }
+    } else { // both input contains more than one element，which means no scalar input
+        for (int i = 0; i < input0DataCount; i++) {
+            inp0 = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i];
+            inp1 = static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+            output = f(inp0, inp1);
+            outputData[i] = (Tout)(output * outputScale[i] + zeroPoint);
+        }
+    }
+}
+
 template<typename V, int pack>
 MNNBinaryExecute selectVector(int type) {
     switch (type) {
diff --git a/source/backend/cpu/CPUBinary.cpp b/source/backend/cpu/CPUBinary.cpp
index 419996927..761be931f 100644
--- a/source/backend/cpu/CPUBinary.cpp
+++ b/source/backend/cpu/CPUBinary.cpp
@@ -7,6 +7,7 @@
 //
 
 #include "CPUBinary.hpp"
+#include "CPUBinaryInt8.hpp"
 #include "CPUBackend.hpp"
 #include "compute/CommonOptFunction.h"
 #include "compute/ConvOpt.h"
@@ -20,8 +21,8 @@ using Vec4 = MNN::Math::Vec<float, 4>;
 namespace MNN {
 
 ErrorCode CPUBinary::onResize(const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs) {
-    const int input0DataCount = inputs[0]->elementSize();
-    const int input1DataCount = inputs[1]->elementSize();
+    const int input0DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[0]);
+    const int input1DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[1]);
     if (input1DataCount == input0DataCount) {
         mNeedBroadcastIndex = -1;
         mTotalSize = input1DataCount;
@@ -32,7 +33,7 @@ ErrorCode CPUBinary::onResize(const std::vector<Tensor*>& inputs, const std::vec
         mNeedBroadcastIndex = 1;
         mTotalSize = input0DataCount;
     }
-    MNN_ASSERT(mTotalSize == outputs[0]->elementSize());
+    MNN_ASSERT(mTotalSize == ((CPUBackend*)backend())->getTensorSize(outputs[0]));
     
     if(mActivationType == 1 && outputs[0]->getType().code == halide_type_float) {
         mActivationExe.reset(new CPURelu(backend(), 0.0));
@@ -42,21 +43,6 @@ ErrorCode CPUBinary::onResize(const std::vector<Tensor*>& inputs, const std::vec
 }
 
 ErrorCode CPUBinary::onExecute(const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs) {
-    const int input0DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[0]);
-    const int input1DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[1]);
-//    inputs[0]->printShape();
-//    inputs[1]->printShape();
-//    MNN_PRINT("%d - %d\n", input0DataCount, input1DataCount);
-    if (input1DataCount == input0DataCount) {
-        mNeedBroadcastIndex = -1;
-        mTotalSize = input1DataCount;
-    } else if (input0DataCount == 1) {
-        mNeedBroadcastIndex = 0;
-        mTotalSize = input1DataCount;
-    } else {
-        mNeedBroadcastIndex = 1;
-        mTotalSize = input0DataCount;
-    }
     auto input  = inputs[0];
     auto input1 = inputs[1];
     auto output = outputs[0];
@@ -231,6 +217,14 @@ class CPUBinaryCreator : public CPUBackend::Creator {
         int32_t type = op->main_as_BinaryOp()->opType();
         auto dataType = inputs[0]->getType();
         auto core = static_cast<CPUBackend*>(backend)->functions();
+        auto input0Ptr = inputs[0]->host<uint8_t>();
+        if (CPUBackend::getDataType(inputs[0]) == DataType_DT_INT8 || inputs[0]->getType().bytes() == 1) {
+            auto func = CPUBinaryInt8::selectForInt8(type);
+            if (nullptr == func) {
+                return nullptr;
+            }
+            return new CPUBinaryInt8(backend, func, op->main_as_BinaryOp()->activationType());
+        }
         if (dataType.bits == 32) {
             if (dataType.code == halide_type_int) {
                 auto func = CPUBinary::selectForInt(type);
diff --git a/source/backend/cpu/CPUBinaryInt8.cpp b/source/backend/cpu/CPUBinaryInt8.cpp
new file mode 100644
index 000000000..3f29ee36f
--- /dev/null
+++ b/source/backend/cpu/CPUBinaryInt8.cpp
@@ -0,0 +1,138 @@
+//
+//  CPUBinaryInt8.cpp
+//  MNN
+//
+//  Created by MNN on 2018/08/02.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#include "CPUBinaryInt8.hpp"
+#include "CPUBackend.hpp"
+#include "compute/CommonOptFunction.h"
+#include "compute/ConvOpt.h"
+#include "core/Macro.h"
+#include "core/Concurrency.h"
+#include "core/OpCommonUtils.hpp"
+#include "BinaryUtils.hpp"
+#include "math/Vec.hpp"
+
+using Vec16 = MNN::Math::Vec<int8_t, 16>;
+
+namespace MNN {
+
+ErrorCode CPUBinaryInt8::onResize(const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs) {
+    const int input0DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[0]);
+    const int input1DataCount = ((CPUBackend*)backend())->getTensorSize(inputs[1]);
+    if (input1DataCount == input0DataCount) {
+        mNeedBroadcastIndex = -1;
+        mTotalSize = input1DataCount;
+    } else if (input0DataCount == 1) {
+        mNeedBroadcastIndex = 0;
+        mTotalSize = input1DataCount;
+    } else {
+        mNeedBroadcastIndex = 1;
+        mTotalSize = input0DataCount;
+    }
+    MNN_ASSERT(mTotalSize == ((CPUBackend*)backend())->getTensorSize(outputs[0]));
+
+    std::vector<float> scale0(mTotalSize), scale1(mTotalSize), outputScale(mTotalSize);
+    std::fill(scale0.begin(), scale0.end(), TensorUtils::getDescribe(inputs[0])->quantAttr->scale);
+    std::fill(scale1.begin(), scale1.end(), TensorUtils::getDescribe(inputs[1])->quantAttr->scale);
+    std::fill(outputScale.begin(), outputScale.end(), 1 / TensorUtils::getDescribe(outputs[0])->quantAttr->scale);
+    mInputQuant0 = scale0;
+    mInputQuant1 = scale1;
+    mOutputQuant = outputScale;
+
+    if(mActivationType == 1 && outputs[0]->getType().code == halide_type_float) {
+        mActivationExe.reset(new CPURelu(backend(), 0.0));
+        mActivationExe->onResize(outputs, outputs);
+    }
+    return NO_ERROR;
+}
+
+ErrorCode CPUBinaryInt8::onExecute(const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs) {
+    auto input  = inputs[0];
+    auto input1 = inputs[1];
+    auto output = outputs[0];
+    
+    auto schedule = ((CPUBackend*)backend())->multiThreadDivide(mTotalSize);
+#ifdef MNN_USE_SSE
+    auto input0Ptr = input->host<uint8_t>();
+    auto input1Ptr = input1->host<uint8_t>();
+    auto outputPtr = outputs[0]->host<uint8_t>();
+#else
+    auto input0Ptr = input->host<int8_t>();
+    auto input1Ptr = input1->host<int8_t>();
+    auto outputPtr = outputs[0]->host<int8_t>();
+#endif
+
+    int inpBytes = 1;
+    int outBytes = 1;
+    auto precision = static_cast<CPUBackend*>(backend())->precisionMode();
+    MNN_CONCURRENCY_BEGIN(tId, schedule.second) {
+        int start = schedule.first * (int)tId;
+        int realSize = schedule.first;
+        if (tId == schedule.second -1 ) {
+            realSize = mTotalSize - start;
+        }
+        if (realSize > 0) {
+            auto inp0 = input0Ptr + start * inpBytes;
+            auto inp1 = input1Ptr + start * inpBytes;
+            auto scale0 = mInputQuant0.data() + start;
+            auto scale1 = mInputQuant1.data() + start;
+            auto scaleDst = mOutputQuant.data() + start;
+            if (mNeedBroadcastIndex == 0) {
+                inp0 = input0Ptr;
+            } else if (mNeedBroadcastIndex == 1) {
+                inp1 = input1Ptr;
+            }
+            auto out = outputPtr + start * outBytes;
+#ifdef MNN_USE_NEON
+            mProc(out, inp0, inp1, scale0, scale1, scaleDst, realSize / 4, mNeedBroadcastIndex);
+#else
+            mProc((int8_t*)out, (int8_t*)inp0, (int8_t*)inp1, scale0, scale1, scaleDst, realSize, mNeedBroadcastIndex);
+#endif
+        }
+    }
+    MNN_CONCURRENCY_END();
+    
+    if(mActivationType == 1 && output->getType().code == halide_type_float) {
+        mActivationExe->onExecute(outputs, outputs);;
+    }
+    return NO_ERROR;
+}
+
+MNNBinaryExecInt8 CPUBinaryInt8::selectForInt8(int type) {
+    switch (type) {
+        case BinaryOpOperation_ADD:
+            return MNNBinaryAddInt8;
+        case BinaryOpOperation_SUB:
+            return MNNBinarySubInt8;
+        case BinaryOpOperation_MUL:
+            return MNNBinaryMulInt8;
+        case BinaryOpOperation_MINIMUM:
+            return MNNBinaryMinInt8;
+        case BinaryOpOperation_MAXIMUM:
+            return MNNBinaryMaxInt8;
+        case BinaryOpOperation_SquaredDifference:
+            return MNNBinarySqdInt8;
+        case BinaryOpOperation_REALDIV:
+            return executeInt8<int8_t, int8_t, BinaryRealDiv<float, float, float>>;
+        case BinaryOpOperation_FLOORDIV:
+            return executeInt8<int8_t, int8_t, BinaryFloorDiv<float, float, float>>;
+        case BinaryOpOperation_FLOORMOD:
+            return executeInt8<int8_t, int8_t, BinaryFloorMod<float, float, float>>;
+        case BinaryOpOperation_POW:
+            return executeInt8<int8_t, int8_t, BinaryPow<float, float, float>>;
+        case BinaryOpOperation_ATAN2:
+            return executeInt8<int8_t, int8_t, BinaryAtan2<float, float, float>>;
+        case BinaryOpOperation_MOD:
+            return executeInt8<int8_t, int8_t, BinaryMod<float, float, float>>;
+        default:
+            MNN_ASSERT(false);
+            break;
+    }
+    return nullptr;
+}
+
+} // namespace MNN
diff --git a/source/backend/cpu/CPUBinaryInt8.hpp b/source/backend/cpu/CPUBinaryInt8.hpp
new file mode 100644
index 000000000..39f94e787
--- /dev/null
+++ b/source/backend/cpu/CPUBinaryInt8.hpp
@@ -0,0 +1,39 @@
+//
+//  CPUBinaryInt8.hpp
+//  MNN
+//
+//  Created by MNN on 2018/08/02.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifndef CPUBinaryInt8_hpp
+#define CPUBinaryInt8_hpp
+
+#include "core/Execution.hpp"
+#include "backend/cpu/CPURelu.hpp"
+#include "compute/CommonOptFunction.h"
+#include "compute/Int8FunctionsOpt.h"
+namespace MNN {
+class CPUBinaryInt8 : public Execution {
+public:
+    CPUBinaryInt8(Backend *b, MNNBinaryExecInt8 proc, int activationType) : Execution(b) {
+        mProc = proc;
+        mActivationType = activationType;
+    }
+    virtual ~CPUBinaryInt8() = default;
+    virtual ErrorCode onResize(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
+    virtual ErrorCode onExecute(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) override;
+
+    static MNNBinaryExecInt8 selectForInt8(int opType);
+private:
+    MNNBinaryExecInt8 mProc;
+    int mNeedBroadcastIndex = -1;
+    int mTotalSize;
+    int mActivationType = 0;
+    std::shared_ptr<Execution> mActivationExe;
+    std::vector<float> mInputQuant0;
+    std::vector<float> mInputQuant1;
+    std::vector<float> mOutputQuant;
+};
+} // namespace MNN
+#endif /* CPUBinary_hpp */
diff --git a/source/backend/cpu/arm/arm32/MNNBinaryAddInt8.S b/source/backend/cpu/arm/arm32/MNNBinaryAddInt8.S
new file mode 100644
index 000000000..42140fb19
--- /dev/null
+++ b/source/backend/cpu/arm/arm32/MNNBinaryAddInt8.S
@@ -0,0 +1,181 @@
+//
+//  MNNBinaryAddInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/15.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __arm__
+#ifndef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryAddInt8
+// MNNBinaryAddInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+// const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// Auto Load
+// r0: dst, r1:src0, r2:src1, r3: scale0
+// Load from sp
+// r4:scale1, r5: outputScale, r6:size, r7: needBroadcast
+push {r4, r5, r6, r7, r8, lr}
+
+ldr r4, [sp, #24]
+ldr r5, [sp, #28]
+ldr r6, [sp, #32]
+ldr r7, [sp, #36]
+
+vpush {q4-q7}
+
+vld1.32 {q13}, [r3] // q13: scale0
+vld1.32 {q14}, [r4] // q14: scale1
+vld1.32 {q15}, [r5] // q15: outputScale
+
+L4:
+cmp r6, #4
+blt L1
+
+L4Loop:
+    cmp r7, #0
+    beq L4NeedBroadcast0
+    cmp r7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    vld1.32 {q11}, [r1]!
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast0:
+    vld1.8 {d22[0]}, [r1]
+    vdup.8 d22, d22[0]
+    vdup.8 d23, d22[0]
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast1:
+    vld1.32 {q11}, [r1]!
+    vld1.8 {d24[0]}, [r2]
+    vdup.8 d24, d24[0]
+    vdup.8 d25, d24[0]
+    b L4Compute
+
+    L4Compute:
+    sub r6, r6, #4
+    vmovl.s8 q4, d22
+    vmovl.s8 q5, d23
+    
+    vmovl.s16 q0, d8
+    vmovl.s16 q1, d9
+    vmovl.s16 q2, d10
+    vmovl.s16 q3, d11
+
+    vcvtq.f32.s32 q0, q0
+    vcvtq.f32.s32 q1, q1
+    vcvtq.f32.s32 q2, q2
+    vcvtq.f32.s32 q3, q3
+
+    vmovl.s8 q6, d24
+    vmovl.s8 q7, d25
+
+    vmulq.f32 q0, q0, q13
+    vmulq.f32 q1, q1, q13
+    vmulq.f32 q2, q2, q13
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s16 q8, d12
+    vmovl.s16 q9, d13
+    vmovl.s16 q10, d14
+    vmovl.s16 q11, d15
+    vcvtq.f32.s32 q8, q8
+    vcvtq.f32.s32 q9, q9
+    vcvtq.f32.s32 q10, q10
+    vcvtq.f32.s32 q11, q11
+    vmulq.f32 q8, q8, q14
+    vmulq.f32 q9, q9, q14
+    vmulq.f32 q10, q10, q14
+    vmulq.f32 q11, q11, q14
+
+    vaddq.f32 q0, q0, q8
+    vaddq.f32 q1, q1, q9
+    vaddq.f32 q2, q2, q10
+    vaddq.f32 q3, q3, q11
+
+    vmulq.f32 q0, q0, q15
+    vmulq.f32 q1, q1, q15
+    vmulq.f32 q2, q2, q15
+    vmulq.f32 q3, q3, q15
+
+    vcvtq.s32.f32 q0, q0
+    vcvtq.s32.f32 q1, q1
+    vcvtq.s32.f32 q2, q2
+    vcvtq.s32.f32 q3, q3
+
+    vqmovn.s32 d8, q0
+    vqmovn.s32 d9, q1
+    vqmovn.s32 d10, q2
+    vqmovn.s32 d11, q3
+    
+    vqmovn.s16 d0, q4
+    vqmovn.s16 d1, q5
+    cmp r6, #4
+    vst1.32 {q0}, [r0]!
+    bge L4Loop
+
+L1:
+cmp r6, #0
+beq End
+
+L1Loop:
+    cmp r7, #0
+    beq L1NeedBroadcast0
+    cmp r7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast0:
+    vld1.8 {d0[0]}, [r1]
+    vdup.8 d0, d0[0]
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast1:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.8 {d8[0]}, [r2]
+    vdup.8 d8, d8[0]
+    b L1Compute
+
+    L1Compute:
+    subs r6, r6, #1
+    vmovl.s8 q1, d0
+    vmovl.s16 q2, d2
+    vcvtq.f32.s32 q3, q2
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s8 q5, d8
+    vmovl.s16 q6, d10
+    vcvtq.f32.s32 q7, q6
+    vmulq.f32 q7, q7, q14
+
+    vaddq.f32 q3, q3, q7
+
+    vmulq.f32 q3, q3, q15
+    vcvtq.s32.f32 q0, q3
+    vqmovn.s32 d2, q0
+    vqmovn.s16 d6, q1
+    vst1.32 {d6[0]}, [r0]!
+    bne L1Loop
+End:
+vpop {q4-q7}
+pop {r4, r5, r6, r7, r8, pc}
+
+#endif
+#endif
+
diff --git a/source/backend/cpu/arm/arm32/MNNBinaryMaxInt8.S b/source/backend/cpu/arm/arm32/MNNBinaryMaxInt8.S
new file mode 100644
index 000000000..671126a08
--- /dev/null
+++ b/source/backend/cpu/arm/arm32/MNNBinaryMaxInt8.S
@@ -0,0 +1,180 @@
+//
+//  MNNBinaryMaxInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/15.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __arm__
+#ifndef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryMaxInt8
+// MNNBinaryMaxInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+// const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// Auto Load
+// r0: dst, r1:src0, r2:src1, r3: scale0
+// Load from sp
+// r4:scale1, r5: outputScale, r6:size, r7: needBroadcast
+push {r4, r5, r6, r7, r8, lr}
+
+ldr r4, [sp, #24]
+ldr r5, [sp, #28]
+ldr r6, [sp, #32]
+ldr r7, [sp, #36]
+
+vpush {q4-q7}
+
+vld1.32 {q13}, [r3] // q13: scale0
+vld1.32 {q14}, [r4] // q14: scale1
+vld1.32 {q15}, [r5] // q15: outputScale
+
+L4:
+cmp r6, #4
+blt L1
+
+L4Loop:
+    cmp r7, #0
+    beq L4NeedBroadcast0
+    cmp r7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    vld1.32 {q11}, [r1]!
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast0:
+    vld1.8 {d22[0]}, [r1]
+    vdup.8 d22, d22[0]
+    vdup.8 d23, d22[0]
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast1:
+    vld1.32 {q11}, [r1]!
+    vld1.8 {d24[0]}, [r2]
+    vdup.8 d24, d24[0]
+    vdup.8 d25, d24[0]
+    b L4Compute
+
+    L4Compute:
+    sub r6, r6, #4
+    vmovl.s8 q4, d22
+    vmovl.s8 q5, d23
+    
+    vmovl.s16 q0, d8
+    vmovl.s16 q1, d9
+    vmovl.s16 q2, d10
+    vmovl.s16 q3, d11
+
+    vcvtq.f32.s32 q0, q0
+    vcvtq.f32.s32 q1, q1
+    vcvtq.f32.s32 q2, q2
+    vcvtq.f32.s32 q3, q3
+
+    vmovl.s8 q6, d24
+    vmovl.s8 q7, d25
+
+    vmulq.f32 q0, q0, q13
+    vmulq.f32 q1, q1, q13
+    vmulq.f32 q2, q2, q13
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s16 q8, d12
+    vmovl.s16 q9, d13
+    vmovl.s16 q10, d14
+    vmovl.s16 q11, d15
+    vcvtq.f32.s32 q8, q8
+    vcvtq.f32.s32 q9, q9
+    vcvtq.f32.s32 q10, q10
+    vcvtq.f32.s32 q11, q11
+    vmulq.f32 q8, q8, q14
+    vmulq.f32 q9, q9, q14
+    vmulq.f32 q10, q10, q14
+    vmulq.f32 q11, q11, q14
+
+    vmaxq.f32 q0, q0, q8
+    vmaxq.f32 q1, q1, q9
+    vmaxq.f32 q2, q2, q10
+    vmaxq.f32 q3, q3, q11
+
+    vmulq.f32 q0, q0, q15
+    vmulq.f32 q1, q1, q15
+    vmulq.f32 q2, q2, q15
+    vmulq.f32 q3, q3, q15
+
+    vcvtq.s32.f32 q0, q0
+    vcvtq.s32.f32 q1, q1
+    vcvtq.s32.f32 q2, q2
+    vcvtq.s32.f32 q3, q3
+
+    vqmovn.s32 d8, q0
+    vqmovn.s32 d9, q1
+    vqmovn.s32 d10, q2
+    vqmovn.s32 d11, q3
+    
+    vqmovn.s16 d0, q4
+    vqmovn.s16 d1, q5
+    cmp r6, #4
+    vst1.32 {q0}, [r0]!
+    bge L4Loop
+
+L1:
+cmp r6, #0
+beq End
+
+L1Loop:
+    cmp r7, #0
+    beq L1NeedBroadcast0
+    cmp r7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast0:
+    vld1.8 {d0[0]}, [r1]
+    vdup.8 d0, d0[0]
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast1:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.8 {d8[0]}, [r2]
+    vdup.8 d8, d8[0]
+    b L1Compute
+
+    L1Compute:
+    subs r6, r6, #1
+    vmovl.s8 q1, d0
+    vmovl.s16 q2, d2
+    vcvtq.f32.s32 q3, q2
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s8 q5, d8
+    vmovl.s16 q6, d10
+    vcvtq.f32.s32 q7, q6
+    vmulq.f32 q7, q7, q14
+
+    vmaxq.f32 q3, q3, q7
+
+    vmulq.f32 q3, q3, q15
+    vcvtq.s32.f32 q0, q3
+    vqmovn.s32 d2, q0
+    vqmovn.s16 d6, q1
+    vst1.32 {d6[0]}, [r0]!
+    bne L1Loop
+End:
+vpop {q4-q7}
+pop {r4, r5, r6, r7, r8, pc}
+
+#endif
+#endif
diff --git a/source/backend/cpu/arm/arm32/MNNBinaryMinInt8.S b/source/backend/cpu/arm/arm32/MNNBinaryMinInt8.S
new file mode 100644
index 000000000..f9d93c688
--- /dev/null
+++ b/source/backend/cpu/arm/arm32/MNNBinaryMinInt8.S
@@ -0,0 +1,180 @@
+//
+//  MNNBinaryMinInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/15.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __arm__
+#ifndef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryMinInt8
+// MNNBinaryMinInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+// const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// Auto Load
+// r0: dst, r1:src0, r2:src1, r3: scale0
+// Load from sp
+// r4:scale1, r5: outputScale, r6:size, r7: needBroadcast
+push {r4, r5, r6, r7, r8, lr}
+
+ldr r4, [sp, #24]
+ldr r5, [sp, #28]
+ldr r6, [sp, #32]
+ldr r7, [sp, #36]
+
+vpush {q4-q7}
+
+vld1.32 {q13}, [r3] // q13: scale0
+vld1.32 {q14}, [r4] // q14: scale1
+vld1.32 {q15}, [r5] // q15: outputScale
+
+L4:
+cmp r6, #4
+blt L1
+
+L4Loop:
+    cmp r7, #0
+    beq L4NeedBroadcast0
+    cmp r7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    vld1.32 {q11}, [r1]!
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast0:
+    vld1.8 {d22[0]}, [r1]
+    vdup.8 d22, d22[0]
+    vdup.8 d23, d22[0]
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast1:
+    vld1.32 {q11}, [r1]!
+    vld1.8 {d24[0]}, [r2]
+    vdup.8 d24, d24[0]
+    vdup.8 d25, d24[0]
+    b L4Compute
+
+    L4Compute:
+    sub r6, r6, #4
+    vmovl.s8 q4, d22
+    vmovl.s8 q5, d23
+    
+    vmovl.s16 q0, d8
+    vmovl.s16 q1, d9
+    vmovl.s16 q2, d10
+    vmovl.s16 q3, d11
+
+    vcvtq.f32.s32 q0, q0
+    vcvtq.f32.s32 q1, q1
+    vcvtq.f32.s32 q2, q2
+    vcvtq.f32.s32 q3, q3
+
+    vmovl.s8 q6, d24
+    vmovl.s8 q7, d25
+
+    vmulq.f32 q0, q0, q13
+    vmulq.f32 q1, q1, q13
+    vmulq.f32 q2, q2, q13
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s16 q8, d12
+    vmovl.s16 q9, d13
+    vmovl.s16 q10, d14
+    vmovl.s16 q11, d15
+    vcvtq.f32.s32 q8, q8
+    vcvtq.f32.s32 q9, q9
+    vcvtq.f32.s32 q10, q10
+    vcvtq.f32.s32 q11, q11
+    vmulq.f32 q8, q8, q14
+    vmulq.f32 q9, q9, q14
+    vmulq.f32 q10, q10, q14
+    vmulq.f32 q11, q11, q14
+
+    vminq.f32 q0, q0, q8
+    vminq.f32 q1, q1, q9
+    vminq.f32 q2, q2, q10
+    vminq.f32 q3, q3, q11
+
+    vmulq.f32 q0, q0, q15
+    vmulq.f32 q1, q1, q15
+    vmulq.f32 q2, q2, q15
+    vmulq.f32 q3, q3, q15
+
+    vcvtq.s32.f32 q0, q0
+    vcvtq.s32.f32 q1, q1
+    vcvtq.s32.f32 q2, q2
+    vcvtq.s32.f32 q3, q3
+
+    vqmovn.s32 d8, q0
+    vqmovn.s32 d9, q1
+    vqmovn.s32 d10, q2
+    vqmovn.s32 d11, q3
+    
+    vqmovn.s16 d0, q4
+    vqmovn.s16 d1, q5
+    cmp r6, #4
+    vst1.32 {q0}, [r0]!
+    bge L4Loop
+
+L1:
+cmp r6, #0
+beq End
+
+L1Loop:
+    cmp r7, #0
+    beq L1NeedBroadcast0
+    cmp r7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast0:
+    vld1.8 {d0[0]}, [r1]
+    vdup.8 d0, d0[0]
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast1:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.8 {d8[0]}, [r2]
+    vdup.8 d8, d8[0]
+    b L1Compute
+
+    L1Compute:
+    subs r6, r6, #1
+    vmovl.s8 q1, d0
+    vmovl.s16 q2, d2
+    vcvtq.f32.s32 q3, q2
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s8 q5, d8
+    vmovl.s16 q6, d10
+    vcvtq.f32.s32 q7, q6
+    vmulq.f32 q7, q7, q14
+
+    vminq.f32 q3, q3, q7
+
+    vmulq.f32 q3, q3, q15
+    vcvtq.s32.f32 q0, q3
+    vqmovn.s32 d2, q0
+    vqmovn.s16 d6, q1
+    vst1.32 {d6[0]}, [r0]!
+    bne L1Loop
+End:
+vpop {q4-q7}
+pop {r4, r5, r6, r7, r8, pc}
+
+#endif
+#endif
diff --git a/source/backend/cpu/arm/arm32/MNNBinaryMulInt8.S b/source/backend/cpu/arm/arm32/MNNBinaryMulInt8.S
new file mode 100644
index 000000000..bb66c3211
--- /dev/null
+++ b/source/backend/cpu/arm/arm32/MNNBinaryMulInt8.S
@@ -0,0 +1,181 @@
+//
+//  MNNBinaryMulInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/15.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __arm__
+#ifndef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryMulInt8
+// MNNBinaryMulInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+// const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// Auto Load
+// r0: dst, r1:src0, r2:src1, r3: scale0
+// Load from sp
+// r4:scale1, r5: outputScale, r6:size, r7: needBroadcast
+push {r4, r5, r6, r7, r8, lr}
+
+ldr r4, [sp, #24]
+ldr r5, [sp, #28]
+ldr r6, [sp, #32]
+ldr r7, [sp, #36]
+
+vpush {q4-q7}
+
+vld1.32 {q13}, [r3] // q13: scale0
+vld1.32 {q14}, [r4] // q14: scale1
+vld1.32 {q15}, [r5] // q15: outputScale
+
+L4:
+cmp r6, #4
+blt L1
+
+L4Loop:
+    cmp r7, #0
+    beq L4NeedBroadcast0
+    cmp r7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    vld1.32 {q11}, [r1]!
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast0:
+    vld1.8 {d22[0]}, [r1]
+    vdup.8 d22, d22[0]
+    vdup.8 d23, d22[0]
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast1:
+    vld1.32 {q11}, [r1]!
+    vld1.8 {d24[0]}, [r2]
+    vdup.8 d24, d24[0]
+    vdup.8 d25, d24[0]
+    b L4Compute
+
+    L4Compute:
+    sub r6, r6, #4
+    vmovl.s8 q4, d22
+    vmovl.s8 q5, d23
+    
+    vmovl.s16 q0, d8
+    vmovl.s16 q1, d9
+    vmovl.s16 q2, d10
+    vmovl.s16 q3, d11
+
+    vcvtq.f32.s32 q0, q0
+    vcvtq.f32.s32 q1, q1
+    vcvtq.f32.s32 q2, q2
+    vcvtq.f32.s32 q3, q3
+
+    vmovl.s8 q6, d24
+    vmovl.s8 q7, d25
+
+    vmulq.f32 q0, q0, q13
+    vmulq.f32 q1, q1, q13
+    vmulq.f32 q2, q2, q13
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s16 q8, d12
+    vmovl.s16 q9, d13
+    vmovl.s16 q10, d14
+    vmovl.s16 q11, d15
+    vcvtq.f32.s32 q8, q8
+    vcvtq.f32.s32 q9, q9
+    vcvtq.f32.s32 q10, q10
+    vcvtq.f32.s32 q11, q11
+    vmulq.f32 q8, q8, q14
+    vmulq.f32 q9, q9, q14
+    vmulq.f32 q10, q10, q14
+    vmulq.f32 q11, q11, q14
+
+    vmulq.f32 q0, q0, q8
+    vmulq.f32 q1, q1, q9
+    vmulq.f32 q2, q2, q10
+    vmulq.f32 q3, q3, q11
+
+    vmulq.f32 q0, q0, q15
+    vmulq.f32 q1, q1, q15
+    vmulq.f32 q2, q2, q15
+    vmulq.f32 q3, q3, q15
+
+    vcvtq.s32.f32 q0, q0
+    vcvtq.s32.f32 q1, q1
+    vcvtq.s32.f32 q2, q2
+    vcvtq.s32.f32 q3, q3
+
+    vqmovn.s32 d8, q0
+    vqmovn.s32 d9, q1
+    vqmovn.s32 d10, q2
+    vqmovn.s32 d11, q3
+    
+    vqmovn.s16 d0, q4
+    vqmovn.s16 d1, q5
+    cmp r6, #4
+    vst1.32 {q0}, [r0]!
+    bge L4Loop
+
+L1:
+cmp r6, #0
+beq End
+
+L1Loop:
+    cmp r7, #0
+    beq L1NeedBroadcast0
+    cmp r7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast0:
+    vld1.8 {d0[0]}, [r1]
+    vdup.8 d0, d0[0]
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast1:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.8 {d8[0]}, [r2]
+    vdup.8 d8, d8[0]
+    b L1Compute
+
+    L1Compute:
+    subs r6, r6, #1
+    vmovl.s8 q1, d0
+    vmovl.s16 q2, d2
+    vcvtq.f32.s32 q3, q2
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s8 q5, d8
+    vmovl.s16 q6, d10
+    vcvtq.f32.s32 q7, q6
+    vmulq.f32 q7, q7, q14
+
+    vmulq.f32 q3, q3, q7
+
+    vmulq.f32 q3, q3, q15
+    vcvtq.s32.f32 q0, q3
+    vqmovn.s32 d2, q0
+    vqmovn.s16 d6, q1
+    vst1.32 {d6[0]}, [r0]!
+    bne L1Loop
+End:
+vpop {q4-q7}
+pop {r4, r5, r6, r7, r8, pc}
+
+#endif
+#endif
+
diff --git a/source/backend/cpu/arm/arm32/MNNBinarySqdInt8.S b/source/backend/cpu/arm/arm32/MNNBinarySqdInt8.S
new file mode 100644
index 000000000..831e29d10
--- /dev/null
+++ b/source/backend/cpu/arm/arm32/MNNBinarySqdInt8.S
@@ -0,0 +1,187 @@
+//
+//  MNNBinarySqdInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/15.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __arm__
+#ifndef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinarySqdInt8
+// MNNBinarySqdInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+// const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// Auto Load
+// r0: dst, r1:src0, r2:src1, r3: scale0
+// Load from sp
+// r4:scale1, r5: outputScale, r6:size, r7: needBroadcast
+push {r4, r5, r6, r7, r8, lr}
+
+ldr r4, [sp, #24]
+ldr r5, [sp, #28]
+ldr r6, [sp, #32]
+ldr r7, [sp, #36]
+
+vpush {q4-q7}
+
+vld1.32 {q13}, [r3] // q13: scale0
+vld1.32 {q14}, [r4] // q14: scale1
+vld1.32 {q15}, [r5] // q15: outputScale
+
+L4:
+cmp r6, #4
+blt L1
+
+L4Loop:
+    cmp r7, #0
+    beq L4NeedBroadcast0
+    cmp r7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    vld1.32 {q11}, [r1]!
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast0:
+    vld1.8 {d22[0]}, [r1]
+    vdup.8 d22, d22[0]
+    vdup.8 d23, d22[0]
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast1:
+    vld1.32 {q11}, [r1]!
+    vld1.8 {d24[0]}, [r2]
+    vdup.8 d24, d24[0]
+    vdup.8 d25, d24[0]
+    b L4Compute
+
+    L4Compute:
+    sub r6, r6, #4
+    vmovl.s8 q4, d22
+    vmovl.s8 q5, d23
+    
+    vmovl.s16 q0, d8
+    vmovl.s16 q1, d9
+    vmovl.s16 q2, d10
+    vmovl.s16 q3, d11
+
+    vcvtq.f32.s32 q0, q0
+    vcvtq.f32.s32 q1, q1
+    vcvtq.f32.s32 q2, q2
+    vcvtq.f32.s32 q3, q3
+
+    vmovl.s8 q6, d24
+    vmovl.s8 q7, d25
+
+    vmulq.f32 q0, q0, q13
+    vmulq.f32 q1, q1, q13
+    vmulq.f32 q2, q2, q13
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s16 q8, d12
+    vmovl.s16 q9, d13
+    vmovl.s16 q10, d14
+    vmovl.s16 q11, d15
+    vcvtq.f32.s32 q8, q8
+    vcvtq.f32.s32 q9, q9
+    vcvtq.f32.s32 q10, q10
+    vcvtq.f32.s32 q11, q11
+    vmulq.f32 q8, q8, q14
+    vmulq.f32 q9, q9, q14
+    vmulq.f32 q10, q10, q14
+    vmulq.f32 q11, q11, q14
+
+    vsubq.f32 q0, q0, q8
+    vsubq.f32 q1, q1, q9
+    vsubq.f32 q2, q2, q10
+    vsubq.f32 q3, q3, q11
+
+    vmulq.f32 q0, q0, q0
+    vmulq.f32 q1, q1, q1
+    vmulq.f32 q2, q2, q2
+    vmulq.f32 q3, q3, q3
+
+    vmulq.f32 q0, q0, q15
+    vmulq.f32 q1, q1, q15
+    vmulq.f32 q2, q2, q15
+    vmulq.f32 q3, q3, q15
+
+    vcvtq.s32.f32 q0, q0
+    vcvtq.s32.f32 q1, q1
+    vcvtq.s32.f32 q2, q2
+    vcvtq.s32.f32 q3, q3
+
+    vqmovn.s32 d8, q0
+    vqmovn.s32 d9, q1
+    vqmovn.s32 d10, q2
+    vqmovn.s32 d11, q3
+    
+    vqmovn.s16 d0, q4
+    vqmovn.s16 d1, q5
+    cmp r6, #4
+    vst1.32 {q0}, [r0]!
+    bge L4Loop
+
+L1:
+cmp r6, #0
+beq End
+
+L1Loop:
+    cmp r7, #0
+    beq L1NeedBroadcast0
+    cmp r7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast0:
+    vld1.8 {d0[0]}, [r1]
+    vdup.8 d0, d0[0]
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast1:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.8 {d8[0]}, [r2]
+    vdup.8 d8, d8[0]
+    b L1Compute
+
+    L1Compute:
+    subs r6, r6, #1
+    vmovl.s8 q1, d0
+    vmovl.s16 q2, d2
+    vcvtq.f32.s32 q3, q2
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s8 q5, d8
+    vmovl.s16 q6, d10
+    vcvtq.f32.s32 q7, q6
+    vmulq.f32 q7, q7, q14
+
+    vsubq.f32 q3, q3, q7
+    vmulq.f32 q3, q3, q3
+
+    vmulq.f32 q3, q3, q15
+    vcvtq.s32.f32 q0, q3
+    vqmovn.s32 d2, q0
+    vqmovn.s16 d6, q1
+    vst1.32 {d6[0]}, [r0]!
+    bne L1Loop
+End:
+vpop {q4-q7}
+pop {r4, r5, r6, r7, r8, pc}
+
+#endif
+#endif
+
diff --git a/source/backend/cpu/arm/arm32/MNNBinarySubInt8.S b/source/backend/cpu/arm/arm32/MNNBinarySubInt8.S
new file mode 100644
index 000000000..83860dfe5
--- /dev/null
+++ b/source/backend/cpu/arm/arm32/MNNBinarySubInt8.S
@@ -0,0 +1,181 @@
+//
+//  MNNBinarySubInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/15.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __arm__
+#ifndef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinarySubInt8
+// MNNBinarySubInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+// const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// Auto Load
+// r0: dst, r1:src0, r2:src1, r3: scale0
+// Load from sp
+// r4:scale1, r5: outputScale, r6:size, r7: needBroadcast
+push {r4, r5, r6, r7, r8, lr}
+
+ldr r4, [sp, #24]
+ldr r5, [sp, #28]
+ldr r6, [sp, #32]
+ldr r7, [sp, #36]
+
+vpush {q4-q7}
+
+vld1.32 {q13}, [r3] // q13: scale0
+vld1.32 {q14}, [r4] // q14: scale1
+vld1.32 {q15}, [r5] // q15: outputScale
+
+L4:
+cmp r6, #4
+blt L1
+
+L4Loop:
+    cmp r7, #0
+    beq L4NeedBroadcast0
+    cmp r7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    vld1.32 {q11}, [r1]!
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast0:
+    vld1.8 {d22[0]}, [r1]
+    vdup.8 d22, d22[0]
+    vdup.8 d23, d22[0]
+    vld1.32 {q12}, [r2]!
+    b L4Compute
+
+    L4NeedBroadcast1:
+    vld1.32 {q11}, [r1]!
+    vld1.8 {d24[0]}, [r2]
+    vdup.8 d24, d24[0]
+    vdup.8 d25, d24[0]
+    b L4Compute
+
+    L4Compute:
+    sub r6, r6, #4
+    vmovl.s8 q4, d22
+    vmovl.s8 q5, d23
+    
+    vmovl.s16 q0, d8
+    vmovl.s16 q1, d9
+    vmovl.s16 q2, d10
+    vmovl.s16 q3, d11
+
+    vcvtq.f32.s32 q0, q0
+    vcvtq.f32.s32 q1, q1
+    vcvtq.f32.s32 q2, q2
+    vcvtq.f32.s32 q3, q3
+
+    vmovl.s8 q6, d24
+    vmovl.s8 q7, d25
+
+    vmulq.f32 q0, q0, q13
+    vmulq.f32 q1, q1, q13
+    vmulq.f32 q2, q2, q13
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s16 q8, d12
+    vmovl.s16 q9, d13
+    vmovl.s16 q10, d14
+    vmovl.s16 q11, d15
+    vcvtq.f32.s32 q8, q8
+    vcvtq.f32.s32 q9, q9
+    vcvtq.f32.s32 q10, q10
+    vcvtq.f32.s32 q11, q11
+    vmulq.f32 q8, q8, q14
+    vmulq.f32 q9, q9, q14
+    vmulq.f32 q10, q10, q14
+    vmulq.f32 q11, q11, q14
+
+    vsubq.f32 q0, q0, q8
+    vsubq.f32 q1, q1, q9
+    vsubq.f32 q2, q2, q10
+    vsubq.f32 q3, q3, q11
+
+    vmulq.f32 q0, q0, q15
+    vmulq.f32 q1, q1, q15
+    vmulq.f32 q2, q2, q15
+    vmulq.f32 q3, q3, q15
+
+    vcvtq.s32.f32 q0, q0
+    vcvtq.s32.f32 q1, q1
+    vcvtq.s32.f32 q2, q2
+    vcvtq.s32.f32 q3, q3
+
+    vqmovn.s32 d8, q0
+    vqmovn.s32 d9, q1
+    vqmovn.s32 d10, q2
+    vqmovn.s32 d11, q3
+    
+    vqmovn.s16 d0, q4
+    vqmovn.s16 d1, q5
+    cmp r6, #4
+    vst1.32 {q0}, [r0]!
+    bge L4Loop
+
+L1:
+cmp r6, #0
+beq End
+
+L1Loop:
+    cmp r7, #0
+    beq L1NeedBroadcast0
+    cmp r7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast0:
+    vld1.8 {d0[0]}, [r1]
+    vdup.8 d0, d0[0]
+    vld1.32 {d8[0]}, [r2]!
+    b L1Compute
+
+    L1NeedBroadcast1:
+    vld1.32 {d0[0]}, [r1]!
+    vld1.8 {d8[0]}, [r2]
+    vdup.8 d8, d8[0]
+    b L1Compute
+
+    L1Compute:
+    subs r6, r6, #1
+    vmovl.s8 q1, d0
+    vmovl.s16 q2, d2
+    vcvtq.f32.s32 q3, q2
+    vmulq.f32 q3, q3, q13
+
+    vmovl.s8 q5, d8
+    vmovl.s16 q6, d10
+    vcvtq.f32.s32 q7, q6
+    vmulq.f32 q7, q7, q14
+
+    vsubq.f32 q3, q3, q7
+
+    vmulq.f32 q3, q3, q15
+    vcvtq.s32.f32 q0, q3
+    vqmovn.s32 d2, q0
+    vqmovn.s16 d6, q1
+    vst1.32 {d6[0]}, [r0]!
+    bne L1Loop
+End:
+vpop {q4-q7}
+pop {r4, r5, r6, r7, r8, pc}
+
+#endif
+#endif
+
diff --git a/source/backend/cpu/arm/arm64/MNNBinaryAddInt8.S b/source/backend/cpu/arm/arm64/MNNBinaryAddInt8.S
new file mode 100644
index 000000000..2716544fe
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/MNNBinaryAddInt8.S
@@ -0,0 +1,319 @@
+//
+//  MNNBinaryAddInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/14.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryAddInt8
+// MNNBinaryAddInt8(int8_t* dst, const int8_t* src0, const int8_t* src1, 
+//  const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// x0: dst, x1:src0, x2:src1, x3:scale0, x4:scale1, x5:outputScale, x6:size, x7: needBroadcast
+
+cmp x6, #0
+beq End
+
+ld1 {v29.4s}, [x3] // scale0
+ld1 {v30.4s}, [x4] // scale1
+ld1 {v31.4s}, [x5] // outputScale
+
+cmp x6, #8
+bge L8Loop
+cmp x6, #4
+bge L4Loop
+blt L1
+
+L8Loop:
+    cmp x7, #0
+    beq L8NeedBroadcast0
+    cmp x7, #1
+    beq L8NeedBroadcast1
+
+    L8NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16 // input0[0]: int8x16
+    ld1 {v28.16b}, [x2], #16 // input1[0]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v14.b}[0], [x1]
+    dup v14.16b, v14.b[0]
+    ld1 {v28.16b}, [x2], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v15.b}[0], [x2]
+    dup v15.16b, v15.b[0]
+    ld1 {v27.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8Compute:
+    sxtl v16.8h, v27.8b      // v16:       int16x8
+    sxtl2 v17.8h, v27.16b    // v17:       int16x8
+    sxtl v22.8h, v28.8b     
+    sxtl2 v23.8h, v28.16b   
+
+    sxtl v10.8h, v14.8b      // v10:       int16x8
+    sxtl2 v11.8h, v14.16b    // v11:       int16x8
+    sxtl v12.8h, v15.8b   
+    sxtl2 v13.8h, v15.16b 
+    
+    sxtl  v18.4s, v16.4h      // v18:       int32x4
+    sxtl2 v19.4s, v16.8h
+    sxtl  v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl  v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl  v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    sxtl  v2.4s, v10.4h      // v18:       int32x4
+    sxtl2 v3.4s, v10.8h
+    sxtl  v4.4s, v11.4h
+    sxtl2 v5.4s, v11.8h
+    sxtl  v6.4s, v12.4h
+    sxtl2 v7.4s, v12.8h
+    sxtl  v8.4s, v13.4h
+    sxtl2 v9.4s, v13.8h
+
+    scvtf v18.4s, v18.4s
+    scvtf v19.4s, v19.4s
+    scvtf v20.4s, v20.4s
+    scvtf v21.4s, v21.4s
+    scvtf v24.4s, v24.4s
+    scvtf v25.4s, v25.4s
+    scvtf v26.4s, v26.4s
+    scvtf v27.4s, v27.4s
+
+    scvtf v2.4s, v2.4s
+    scvtf v3.4s, v3.4s
+    scvtf v4.4s, v4.4s
+    scvtf v5.4s, v5.4s
+    scvtf v6.4s, v6.4s
+    scvtf v7.4s, v7.4s
+    scvtf v8.4s, v8.4s
+    scvtf v9.4s, v9.4s
+
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v29.4s
+    fmul v5.4s, v5.4s, v29.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+    fmul v8.4s, v8.4s, v30.4s
+    fmul v9.4s, v9.4s, v30.4s
+
+    fmul v18.4s, v18.4s, v29.4s
+    fmul v19.4s, v19.4s, v29.4s
+    fmul v20.4s, v20.4s, v29.4s
+    fmul v21.4s, v21.4s, v29.4s
+    fmul v24.4s, v24.4s, v30.4s
+    fmul v25.4s, v25.4s, v30.4s
+    fmul v26.4s, v26.4s, v30.4s
+    fmul v27.4s, v27.4s, v30.4s
+
+    fadd v2.4s, v2.4s, v6.4s
+    fadd v3.4s, v3.4s, v7.4s
+    fadd v4.4s, v4.4s, v8.4s
+    fadd v5.4s, v5.4s, v9.4s
+
+    fadd v18.4s, v18.4s, v24.4s
+    fadd v19.4s, v19.4s, v25.4s
+    fadd v20.4s, v20.4s, v26.4s
+    fadd v21.4s, v21.4s, v27.4s
+
+    fmul v2.4s, v2.4s, v31.4s
+    fmul v3.4s, v3.4s, v31.4s
+    fmul v4.4s, v4.4s, v31.4s
+    fmul v5.4s, v5.4s, v31.4s
+    fmul v18.4s, v18.4s, v31.4s
+    fmul v19.4s, v19.4s, v31.4s
+    fmul v20.4s, v20.4s, v31.4s
+    fmul v21.4s, v21.4s, v31.4s
+
+    fcvtzs v18.4s, v18.4s
+    fcvtzs v19.4s, v19.4s
+    fcvtzs v20.4s, v20.4s
+    fcvtzs v21.4s, v21.4s
+    fcvtzs v2.4s, v2.4s
+    fcvtzs v3.4s, v3.4s
+    fcvtzs v4.4s, v4.4s
+    fcvtzs v5.4s, v5.4s
+
+    sqxtn v18.4h, v18.4s
+    sqxtn2 v18.8h, v19.4s
+    sqxtn v19.4h, v20.4s
+    sqxtn2 v19.8h, v21.4s
+
+    sqxtn v2.4h, v2.4s
+    sqxtn2 v2.8h, v3.4s
+    sqxtn v3.4h, v4.4s
+    sqxtn2 v3.8h, v5.4s
+
+    sqxtn v18.8b, v18.8h
+    sqxtn2 v18.16b, v19.8h
+    sqxtn v2.8b, v2.8h
+    sqxtn2 v2.16b, v3.8h
+
+    st1 {v18.16b}, [x0], #16
+    st1 {v2.16b}, [x0], #16
+
+    sub x6, x6, #8
+    cmp x6, #8
+    bge L8Loop
+    cmp x6, #0
+    ble End
+    cmp x6, #4
+    blt L1Loop
+
+L4Loop:
+    cmp x7, #0
+    beq L4NeedBroadcast0
+    cmp x7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v27.16b}, [x1], #16
+    b L4Compute
+
+    L4Compute:
+    sxtl v16.8h, v27.8b
+    sxtl2 v17.8h, v27.16b
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+    
+    sxtl v18.4s, v16.4h
+    sxtl2 v19.4s, v16.8h
+    sxtl v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    scvtf v0.4s, v18.4s
+    scvtf v1.4s, v19.4s
+    scvtf v2.4s, v20.4s
+    scvtf v3.4s, v21.4s
+    scvtf v4.4s, v24.4s
+    scvtf v5.4s, v25.4s
+    scvtf v6.4s, v26.4s
+    scvtf v7.4s, v27.4s
+
+    fmul v0.4s, v0.4s, v29.4s
+    fmul v1.4s, v1.4s, v29.4s
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v30.4s
+    fmul v5.4s, v5.4s, v30.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+
+    fadd v0.4s, v0.4s, v4.4s
+    fadd v1.4s, v1.4s, v5.4s
+    fadd v2.4s, v2.4s, v6.4s
+    fadd v3.4s, v3.4s, v7.4s
+
+    fmul v16.4s, v0.4s, v31.4s
+    fmul v17.4s, v1.4s, v31.4s
+    fmul v18.4s, v2.4s, v31.4s
+    fmul v19.4s, v3.4s, v31.4s
+
+    fcvtzs v20.4s, v16.4s
+    fcvtzs v21.4s, v17.4s
+    fcvtzs v22.4s, v18.4s
+    fcvtzs v23.4s, v19.4s
+
+    sqxtn v0.4h, v20.4s
+    sqxtn2 v0.8h, v21.4s
+    sqxtn v1.4h, v22.4s
+    sqxtn2 v1.8h, v23.4s
+
+    sqxtn v2.8b, v0.8h
+    sqxtn v3.8b, v1.8h
+
+    st1 {v2.8b, v3.8b}, [x0], #16
+    sub x6, x6, #4
+    cmp x6, #4
+    bge L4Loop
+
+L1:
+cmp x6, #0
+beq End
+
+L1Loop:
+    cmp x7, #0
+    beq L1NeedBroadcast0
+    cmp x7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    ld1 {v27.s}[0], [x1], #4
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.8b, v27.b[0]
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.8b, v28.b[0]
+    ld1 {v27.s}[0], [x1], #4
+    b L1Compute
+
+    L1Compute:
+    sxtl v16.8h, v27.8b
+    sxtl v18.8h, v28.8b
+    sxtl v17.4s, v16.4h
+    sxtl v19.4s, v18.4h
+
+    scvtf v0.4s, v17.4s
+    scvtf v2.4s, v19.4s
+    fmul v1.4s, v0.4s, v29.4s
+    fmul v3.4s, v2.4s, v30.4s
+
+    fadd v4.4s, v1.4s, v3.4s
+    fmul v0.4s, v4.4s, v31.4s
+
+    fcvtzs v5.4s, v0.4s
+    sqxtn v6.4h, v5.4s
+    sqxtn v7.8b, v6.8h
+    st1 {v7.s}[0], [x0], #4
+
+    subs x6, x6, #1
+    bne L1Loop
+End:
+
+ret
+
+#endif
diff --git a/source/backend/cpu/arm/arm64/MNNBinaryMaxInt8.S b/source/backend/cpu/arm/arm64/MNNBinaryMaxInt8.S
new file mode 100644
index 000000000..eeb8a468b
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/MNNBinaryMaxInt8.S
@@ -0,0 +1,320 @@
+//
+//  MNNBinaryMaxInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/14.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryMaxInt8
+// MNNBinaryMaxInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+//  const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// x0: dst, x1:src0, x2:src1, x3:scale0, x4:scale1, x5:outputScale, x6:size, x7: needBroadcast
+
+cmp x6, #0
+beq End
+
+ld1 {v29.4s}, [x3] // scale0
+ld1 {v30.4s}, [x4] // scale1
+ld1 {v31.4s}, [x5] // outputScale
+
+cmp x6, #8
+bge L8Loop
+cmp x6, #4
+bge L4Loop
+blt L1
+
+L8Loop:
+    cmp x7, #0
+    beq L8NeedBroadcast0
+    cmp x7, #1
+    beq L8NeedBroadcast1
+
+    L8NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16 // input0[0]: int8x16
+    ld1 {v28.16b}, [x2], #16 // input1[0]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v14.b}[0], [x1]
+    dup v14.16b, v14.b[0]
+    ld1 {v28.16b}, [x2], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v15.b}[0], [x2]
+    dup v15.16b, v15.b[0]
+    ld1 {v27.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8Compute:
+    sxtl v16.8h, v27.8b      // v16:       int16x8
+    sxtl2 v17.8h, v27.16b    // v17:       int16x8
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+
+    sxtl v10.8h, v14.8b      // v10:       int16x8
+    sxtl2 v11.8h, v14.16b    // v11:       int16x8
+    sxtl v12.8h, v15.8b
+    sxtl2 v13.8h, v15.16b
+    
+    sxtl  v18.4s, v16.4h      // v18:       int32x4
+    sxtl2 v19.4s, v16.8h
+    sxtl  v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl  v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl  v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    sxtl  v2.4s, v10.4h      // v18:       int32x4
+    sxtl2 v3.4s, v10.8h
+    sxtl  v4.4s, v11.4h
+    sxtl2 v5.4s, v11.8h
+    sxtl  v6.4s, v12.4h
+    sxtl2 v7.4s, v12.8h
+    sxtl  v8.4s, v13.4h
+    sxtl2 v9.4s, v13.8h
+
+    scvtf v18.4s, v18.4s
+    scvtf v19.4s, v19.4s
+    scvtf v20.4s, v20.4s
+    scvtf v21.4s, v21.4s
+    scvtf v24.4s, v24.4s
+    scvtf v25.4s, v25.4s
+    scvtf v26.4s, v26.4s
+    scvtf v27.4s, v27.4s
+
+    scvtf v2.4s, v2.4s
+    scvtf v3.4s, v3.4s
+    scvtf v4.4s, v4.4s
+    scvtf v5.4s, v5.4s
+    scvtf v6.4s, v6.4s
+    scvtf v7.4s, v7.4s
+    scvtf v8.4s, v8.4s
+    scvtf v9.4s, v9.4s
+
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v29.4s
+    fmul v5.4s, v5.4s, v29.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+    fmul v8.4s, v8.4s, v30.4s
+    fmul v9.4s, v9.4s, v30.4s
+
+    fmul v18.4s, v18.4s, v29.4s
+    fmul v19.4s, v19.4s, v29.4s
+    fmul v20.4s, v20.4s, v29.4s
+    fmul v21.4s, v21.4s, v29.4s
+    fmul v24.4s, v24.4s, v30.4s
+    fmul v25.4s, v25.4s, v30.4s
+    fmul v26.4s, v26.4s, v30.4s
+    fmul v27.4s, v27.4s, v30.4s
+
+    fmax v2.4s, v2.4s, v6.4s
+    fmax v3.4s, v3.4s, v7.4s
+    fmax v4.4s, v4.4s, v8.4s
+    fmax v5.4s, v5.4s, v9.4s
+
+    fmax v18.4s, v18.4s, v24.4s
+    fmax v19.4s, v19.4s, v25.4s
+    fmax v20.4s, v20.4s, v26.4s
+    fmax v21.4s, v21.4s, v27.4s
+
+    fmul v2.4s, v2.4s, v31.4s
+    fmul v3.4s, v3.4s, v31.4s
+    fmul v4.4s, v4.4s, v31.4s
+    fmul v5.4s, v5.4s, v31.4s
+    fmul v18.4s, v18.4s, v31.4s
+    fmul v19.4s, v19.4s, v31.4s
+    fmul v20.4s, v20.4s, v31.4s
+    fmul v21.4s, v21.4s, v31.4s
+
+    fcvtzs v18.4s, v18.4s
+    fcvtzs v19.4s, v19.4s
+    fcvtzs v20.4s, v20.4s
+    fcvtzs v21.4s, v21.4s
+    fcvtzs v2.4s, v2.4s
+    fcvtzs v3.4s, v3.4s
+    fcvtzs v4.4s, v4.4s
+    fcvtzs v5.4s, v5.4s
+
+    sqxtn v18.4h, v18.4s
+    sqxtn2 v18.8h, v19.4s
+    sqxtn v19.4h, v20.4s
+    sqxtn2 v19.8h, v21.4s
+
+    sqxtn v2.4h, v2.4s
+    sqxtn2 v2.8h, v3.4s
+    sqxtn v3.4h, v4.4s
+    sqxtn2 v3.8h, v5.4s
+
+    sqxtn v18.8b, v18.8h
+    sqxtn2 v18.16b, v19.8h
+    sqxtn v2.8b, v2.8h
+    sqxtn2 v2.16b, v3.8h
+
+    st1 {v18.16b}, [x0], #16
+    st1 {v2.16b}, [x0], #16
+
+    sub x6, x6, #8
+    cmp x6, #8
+    bge L8Loop
+    cmp x6, #0
+    ble End
+    cmp x6, #4
+    blt L1Loop
+
+L4Loop:
+    cmp x7, #0
+    beq L4NeedBroadcast0
+    cmp x7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v27.16b}, [x1], #16
+    b L4Compute
+
+    L4Compute:
+    sxtl v16.8h, v27.8b
+    sxtl2 v17.8h, v27.16b
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+    
+    sxtl v18.4s, v16.4h
+    sxtl2 v19.4s, v16.8h
+    sxtl v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    scvtf v0.4s, v18.4s
+    scvtf v1.4s, v19.4s
+    scvtf v2.4s, v20.4s
+    scvtf v3.4s, v21.4s
+    scvtf v4.4s, v24.4s
+    scvtf v5.4s, v25.4s
+    scvtf v6.4s, v26.4s
+    scvtf v7.4s, v27.4s
+
+    fmul v0.4s, v0.4s, v29.4s
+    fmul v1.4s, v1.4s, v29.4s
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v30.4s
+    fmul v5.4s, v5.4s, v30.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+
+    fmax v0.4s, v0.4s, v4.4s
+    fmax v1.4s, v1.4s, v5.4s
+    fmax v2.4s, v2.4s, v6.4s
+    fmax v3.4s, v3.4s, v7.4s
+
+    fmul v16.4s, v0.4s, v31.4s
+    fmul v17.4s, v1.4s, v31.4s
+    fmul v18.4s, v2.4s, v31.4s
+    fmul v19.4s, v3.4s, v31.4s
+
+    fcvtzs v20.4s, v16.4s
+    fcvtzs v21.4s, v17.4s
+    fcvtzs v22.4s, v18.4s
+    fcvtzs v23.4s, v19.4s
+
+    sqxtn v0.4h, v20.4s
+    sqxtn2 v0.8h, v21.4s
+    sqxtn v1.4h, v22.4s
+    sqxtn2 v1.8h, v23.4s
+
+    sqxtn v2.8b, v0.8h
+    sqxtn v3.8b, v1.8h
+
+    st1 {v2.8b, v3.8b}, [x0], #16
+    sub x6, x6, #4
+    cmp x6, #4
+    bge L4Loop
+
+L1:
+cmp x6, #0
+beq End
+
+L1Loop:
+    cmp x7, #0
+    beq L1NeedBroadcast0
+    cmp x7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    ld1 {v27.s}[0], [x1], #4
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.8b, v27.b[0]
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.8b, v28.b[0]
+    ld1 {v27.s}[0], [x1], #4
+    b L1Compute
+
+    L1Compute:
+    sxtl v16.8h, v27.8b
+    sxtl v18.8h, v28.8b
+    sxtl v17.4s, v16.4h
+    sxtl v19.4s, v18.4h
+
+    scvtf v0.4s, v17.4s
+    scvtf v2.4s, v19.4s
+    fmul v1.4s, v0.4s, v29.4s
+    fmul v3.4s, v2.4s, v30.4s
+
+    fmax v4.4s, v1.4s, v3.4s
+    fmul v0.4s, v4.4s, v31.4s
+
+    fcvtzs v5.4s, v0.4s
+    sqxtn v6.4h, v5.4s
+    sqxtn v7.8b, v6.8h
+    st1 {v7.s}[0], [x0], #4
+
+    subs x6, x6, #1
+    bne L1Loop
+End:
+
+ret
+
+#endif
+
diff --git a/source/backend/cpu/arm/arm64/MNNBinaryMinInt8.S b/source/backend/cpu/arm/arm64/MNNBinaryMinInt8.S
new file mode 100644
index 000000000..2ee771ec4
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/MNNBinaryMinInt8.S
@@ -0,0 +1,321 @@
+//
+//  MNNBinaryMinInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/14.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryMinInt8
+// MNNBinaryMinInt8(int8_t* dst, const int8_t* src0, const int8_t* src1,
+//  const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// x0: dst, x1:src0, x2:src1, x3:scale0, x4:scale1, x5:outputScale, x6:size, x7: needBroadcast
+
+cmp x6, #0
+beq End
+
+ld1 {v29.4s}, [x3] // scale0
+ld1 {v30.4s}, [x4] // scale1
+ld1 {v31.4s}, [x5] // outputScale
+
+cmp x6, #8
+bge L8Loop
+cmp x6, #4
+bge L4Loop
+blt L1
+
+L8Loop:
+    cmp x7, #0
+    beq L8NeedBroadcast0
+    cmp x7, #1
+    beq L8NeedBroadcast1
+
+    L8NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16 // input0[0]: int8x16
+    ld1 {v28.16b}, [x2], #16 // input1[0]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v14.b}[0], [x1]
+    dup v14.16b, v14.b[0]
+    ld1 {v28.16b}, [x2], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v15.b}[0], [x2]
+    dup v15.16b, v15.b[0]
+    ld1 {v27.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8Compute:
+    sxtl v16.8h, v27.8b      // v16:       int16x8
+    sxtl2 v17.8h, v27.16b    // v17:       int16x8
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+
+    sxtl v10.8h, v14.8b      // v10:       int16x8
+    sxtl2 v11.8h, v14.16b    // v11:       int16x8
+    sxtl v12.8h, v15.8b
+    sxtl2 v13.8h, v15.16b
+    
+    sxtl  v18.4s, v16.4h      // v18:       int32x4
+    sxtl2 v19.4s, v16.8h
+    sxtl  v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl  v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl  v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    sxtl  v2.4s, v10.4h      // v18:       int32x4
+    sxtl2 v3.4s, v10.8h
+    sxtl  v4.4s, v11.4h
+    sxtl2 v5.4s, v11.8h
+    sxtl  v6.4s, v12.4h
+    sxtl2 v7.4s, v12.8h
+    sxtl  v8.4s, v13.4h
+    sxtl2 v9.4s, v13.8h
+
+    scvtf v18.4s, v18.4s
+    scvtf v19.4s, v19.4s
+    scvtf v20.4s, v20.4s
+    scvtf v21.4s, v21.4s
+    scvtf v24.4s, v24.4s
+    scvtf v25.4s, v25.4s
+    scvtf v26.4s, v26.4s
+    scvtf v27.4s, v27.4s
+
+    scvtf v2.4s, v2.4s
+    scvtf v3.4s, v3.4s
+    scvtf v4.4s, v4.4s
+    scvtf v5.4s, v5.4s
+    scvtf v6.4s, v6.4s
+    scvtf v7.4s, v7.4s
+    scvtf v8.4s, v8.4s
+    scvtf v9.4s, v9.4s
+
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v29.4s
+    fmul v5.4s, v5.4s, v29.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+    fmul v8.4s, v8.4s, v30.4s
+    fmul v9.4s, v9.4s, v30.4s
+
+    fmul v18.4s, v18.4s, v29.4s
+    fmul v19.4s, v19.4s, v29.4s
+    fmul v20.4s, v20.4s, v29.4s
+    fmul v21.4s, v21.4s, v29.4s
+    fmul v24.4s, v24.4s, v30.4s
+    fmul v25.4s, v25.4s, v30.4s
+    fmul v26.4s, v26.4s, v30.4s
+    fmul v27.4s, v27.4s, v30.4s
+
+    fmin v2.4s, v2.4s, v6.4s
+    fmin v3.4s, v3.4s, v7.4s
+    fmin v4.4s, v4.4s, v8.4s
+    fmin v5.4s, v5.4s, v9.4s
+
+    fmin v18.4s, v18.4s, v24.4s
+    fmin v19.4s, v19.4s, v25.4s
+    fmin v20.4s, v20.4s, v26.4s
+    fmin v21.4s, v21.4s, v27.4s
+
+    fmul v2.4s, v2.4s, v31.4s
+    fmul v3.4s, v3.4s, v31.4s
+    fmul v4.4s, v4.4s, v31.4s
+    fmul v5.4s, v5.4s, v31.4s
+    fmul v18.4s, v18.4s, v31.4s
+    fmul v19.4s, v19.4s, v31.4s
+    fmul v20.4s, v20.4s, v31.4s
+    fmul v21.4s, v21.4s, v31.4s
+
+    fcvtzs v18.4s, v18.4s
+    fcvtzs v19.4s, v19.4s
+    fcvtzs v20.4s, v20.4s
+    fcvtzs v21.4s, v21.4s
+    fcvtzs v2.4s, v2.4s
+    fcvtzs v3.4s, v3.4s
+    fcvtzs v4.4s, v4.4s
+    fcvtzs v5.4s, v5.4s
+
+    sqxtn v18.4h, v18.4s
+    sqxtn2 v18.8h, v19.4s
+    sqxtn v19.4h, v20.4s
+    sqxtn2 v19.8h, v21.4s
+
+    sqxtn v2.4h, v2.4s
+    sqxtn2 v2.8h, v3.4s
+    sqxtn v3.4h, v4.4s
+    sqxtn2 v3.8h, v5.4s
+
+    sqxtn v18.8b, v18.8h
+    sqxtn2 v18.16b, v19.8h
+    sqxtn v2.8b, v2.8h
+    sqxtn2 v2.16b, v3.8h
+
+    st1 {v18.16b}, [x0], #16
+    st1 {v2.16b}, [x0], #16
+
+    sub x6, x6, #8
+    cmp x6, #8
+    bge L8Loop
+    cmp x6, #0
+    ble End
+    cmp x6, #4
+    blt L1Loop
+
+L4Loop:
+    cmp x7, #0
+    beq L4NeedBroadcast0
+    cmp x7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v27.16b}, [x1], #16
+    b L4Compute
+
+    L4Compute:
+    sxtl v16.8h, v27.8b
+    sxtl2 v17.8h, v27.16b
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+    
+    sxtl v18.4s, v16.4h
+    sxtl2 v19.4s, v16.8h
+    sxtl v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    scvtf v0.4s, v18.4s
+    scvtf v1.4s, v19.4s
+    scvtf v2.4s, v20.4s
+    scvtf v3.4s, v21.4s
+    scvtf v4.4s, v24.4s
+    scvtf v5.4s, v25.4s
+    scvtf v6.4s, v26.4s
+    scvtf v7.4s, v27.4s
+
+    fmul v0.4s, v0.4s, v29.4s
+    fmul v1.4s, v1.4s, v29.4s
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v30.4s
+    fmul v5.4s, v5.4s, v30.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+
+    fmin v0.4s, v0.4s, v4.4s
+    fmin v1.4s, v1.4s, v5.4s
+    fmin v2.4s, v2.4s, v6.4s
+    fmin v3.4s, v3.4s, v7.4s
+
+    fmul v16.4s, v0.4s, v31.4s
+    fmul v17.4s, v1.4s, v31.4s
+    fmul v18.4s, v2.4s, v31.4s
+    fmul v19.4s, v3.4s, v31.4s
+
+    fcvtzs v20.4s, v16.4s
+    fcvtzs v21.4s, v17.4s
+    fcvtzs v22.4s, v18.4s
+    fcvtzs v23.4s, v19.4s
+
+    sqxtn v0.4h, v20.4s
+    sqxtn2 v0.8h, v21.4s
+    sqxtn v1.4h, v22.4s
+    sqxtn2 v1.8h, v23.4s
+
+    sqxtn v2.8b, v0.8h
+    sqxtn v3.8b, v1.8h
+
+    st1 {v2.8b, v3.8b}, [x0], #16
+    sub x6, x6, #4
+    cmp x6, #4
+    bge L4Loop
+
+L1:
+cmp x6, #0
+beq End
+
+L1Loop:
+    cmp x7, #0
+    beq L1NeedBroadcast0
+    cmp x7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    ld1 {v27.s}[0], [x1], #4
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.8b, v27.b[0]
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.8b, v28.b[0]
+    ld1 {v27.s}[0], [x1], #4
+    b L1Compute
+
+    L1Compute:
+    sxtl v16.8h, v27.8b
+    sxtl v18.8h, v28.8b
+    sxtl v17.4s, v16.4h
+    sxtl v19.4s, v18.4h
+
+    scvtf v0.4s, v17.4s
+    scvtf v2.4s, v19.4s
+    fmul v1.4s, v0.4s, v29.4s
+    fmul v3.4s, v2.4s, v30.4s
+
+    fmin v4.4s, v1.4s, v3.4s
+    fmul v0.4s, v4.4s, v31.4s
+
+    fcvtzs v5.4s, v0.4s
+    sqxtn v6.4h, v5.4s
+    sqxtn v7.8b, v6.8h
+    st1 {v7.s}[0], [x0], #4
+
+    subs x6, x6, #1
+    bne L1Loop
+End:
+
+ret
+
+#endif
+
+
diff --git a/source/backend/cpu/arm/arm64/MNNBinaryMulInt8.S b/source/backend/cpu/arm/arm64/MNNBinaryMulInt8.S
new file mode 100644
index 000000000..87ed67e18
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/MNNBinaryMulInt8.S
@@ -0,0 +1,319 @@
+//
+//  MNNBinaryMulInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/14.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinaryMulInt8
+// MNNBinaryMulInt8(int8_t* dst, const int8_t* src0, const int8_t* src1, 
+//  const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// x0: dst, x1:src0, x2:src1, x3:scale0, x4:scale1, x5:outputScale, x6:size, x7: needBroadcast
+
+cmp x6, #0
+beq End
+
+ld1 {v29.4s}, [x3] // scale0
+ld1 {v30.4s}, [x4] // scale1
+ld1 {v31.4s}, [x5] // outputScale
+
+cmp x6, #8
+bge L8Loop
+cmp x6, #4
+bge L4Loop
+blt L1
+
+L8Loop:
+    cmp x7, #0
+    beq L8NeedBroadcast0
+    cmp x7, #1
+    beq L8NeedBroadcast1
+
+    L8NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16 // input0[0]: int8x16
+    ld1 {v28.16b}, [x2], #16 // input1[0]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v14.b}[0], [x1]
+    dup v14.16b, v14.b[0]
+    ld1 {v28.16b}, [x2], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v15.b}[0], [x2]
+    dup v15.16b, v15.b[0]
+    ld1 {v27.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8Compute:
+    sxtl v16.8h, v27.8b      // v16:       int16x8
+    sxtl2 v17.8h, v27.16b    // v17:       int16x8
+    sxtl v22.8h, v28.8b     
+    sxtl2 v23.8h, v28.16b   
+
+    sxtl v10.8h, v14.8b      // v10:       int16x8
+    sxtl2 v11.8h, v14.16b    // v11:       int16x8
+    sxtl v12.8h, v15.8b   
+    sxtl2 v13.8h, v15.16b 
+    
+    sxtl  v18.4s, v16.4h      // v18:       int32x4
+    sxtl2 v19.4s, v16.8h
+    sxtl  v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl  v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl  v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    sxtl  v2.4s, v10.4h      // v18:       int32x4
+    sxtl2 v3.4s, v10.8h
+    sxtl  v4.4s, v11.4h
+    sxtl2 v5.4s, v11.8h
+    sxtl  v6.4s, v12.4h
+    sxtl2 v7.4s, v12.8h
+    sxtl  v8.4s, v13.4h
+    sxtl2 v9.4s, v13.8h
+
+    scvtf v18.4s, v18.4s
+    scvtf v19.4s, v19.4s
+    scvtf v20.4s, v20.4s
+    scvtf v21.4s, v21.4s
+    scvtf v24.4s, v24.4s
+    scvtf v25.4s, v25.4s
+    scvtf v26.4s, v26.4s
+    scvtf v27.4s, v27.4s
+
+    scvtf v2.4s, v2.4s
+    scvtf v3.4s, v3.4s
+    scvtf v4.4s, v4.4s
+    scvtf v5.4s, v5.4s
+    scvtf v6.4s, v6.4s
+    scvtf v7.4s, v7.4s
+    scvtf v8.4s, v8.4s
+    scvtf v9.4s, v9.4s
+
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v29.4s
+    fmul v5.4s, v5.4s, v29.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+    fmul v8.4s, v8.4s, v30.4s
+    fmul v9.4s, v9.4s, v30.4s
+
+    fmul v18.4s, v18.4s, v29.4s
+    fmul v19.4s, v19.4s, v29.4s
+    fmul v20.4s, v20.4s, v29.4s
+    fmul v21.4s, v21.4s, v29.4s
+    fmul v24.4s, v24.4s, v30.4s
+    fmul v25.4s, v25.4s, v30.4s
+    fmul v26.4s, v26.4s, v30.4s
+    fmul v27.4s, v27.4s, v30.4s
+
+    fmul v2.4s, v2.4s, v6.4s
+    fmul v3.4s, v3.4s, v7.4s
+    fmul v4.4s, v4.4s, v8.4s
+    fmul v5.4s, v5.4s, v9.4s
+
+    fmul v18.4s, v18.4s, v24.4s
+    fmul v19.4s, v19.4s, v25.4s
+    fmul v20.4s, v20.4s, v26.4s
+    fmul v21.4s, v21.4s, v27.4s
+
+    fmul v2.4s, v2.4s, v31.4s
+    fmul v3.4s, v3.4s, v31.4s
+    fmul v4.4s, v4.4s, v31.4s
+    fmul v5.4s, v5.4s, v31.4s
+    fmul v18.4s, v18.4s, v31.4s
+    fmul v19.4s, v19.4s, v31.4s
+    fmul v20.4s, v20.4s, v31.4s
+    fmul v21.4s, v21.4s, v31.4s
+
+    fcvtzs v18.4s, v18.4s
+    fcvtzs v19.4s, v19.4s
+    fcvtzs v20.4s, v20.4s
+    fcvtzs v21.4s, v21.4s
+    fcvtzs v2.4s, v2.4s
+    fcvtzs v3.4s, v3.4s
+    fcvtzs v4.4s, v4.4s
+    fcvtzs v5.4s, v5.4s
+
+    sqxtn v18.4h, v18.4s
+    sqxtn2 v18.8h, v19.4s
+    sqxtn v19.4h, v20.4s
+    sqxtn2 v19.8h, v21.4s
+
+    sqxtn v2.4h, v2.4s
+    sqxtn2 v2.8h, v3.4s
+    sqxtn v3.4h, v4.4s
+    sqxtn2 v3.8h, v5.4s
+
+    sqxtn v18.8b, v18.8h
+    sqxtn2 v18.16b, v19.8h
+    sqxtn v2.8b, v2.8h
+    sqxtn2 v2.16b, v3.8h
+
+    st1 {v18.16b}, [x0], #16
+    st1 {v2.16b}, [x0], #16
+
+    sub x6, x6, #8
+    cmp x6, #8
+    bge L8Loop
+    cmp x6, #0
+    ble End
+    cmp x6, #4
+    blt L1Loop
+
+L4Loop:
+    cmp x7, #0
+    beq L4NeedBroadcast0
+    cmp x7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v27.16b}, [x1], #16
+    b L4Compute
+
+    L4Compute:
+    sxtl v16.8h, v27.8b
+    sxtl2 v17.8h, v27.16b
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+    
+    sxtl v18.4s, v16.4h
+    sxtl2 v19.4s, v16.8h
+    sxtl v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    scvtf v0.4s, v18.4s
+    scvtf v1.4s, v19.4s
+    scvtf v2.4s, v20.4s
+    scvtf v3.4s, v21.4s
+    scvtf v4.4s, v24.4s
+    scvtf v5.4s, v25.4s
+    scvtf v6.4s, v26.4s
+    scvtf v7.4s, v27.4s
+
+    fmul v0.4s, v0.4s, v29.4s
+    fmul v1.4s, v1.4s, v29.4s
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v30.4s
+    fmul v5.4s, v5.4s, v30.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+
+    fmul v0.4s, v0.4s, v4.4s
+    fmul v1.4s, v1.4s, v5.4s
+    fmul v2.4s, v2.4s, v6.4s
+    fmul v3.4s, v3.4s, v7.4s
+
+    fmul v16.4s, v0.4s, v31.4s
+    fmul v17.4s, v1.4s, v31.4s
+    fmul v18.4s, v2.4s, v31.4s
+    fmul v19.4s, v3.4s, v31.4s
+
+    fcvtzs v20.4s, v16.4s
+    fcvtzs v21.4s, v17.4s
+    fcvtzs v22.4s, v18.4s
+    fcvtzs v23.4s, v19.4s
+
+    sqxtn v0.4h, v20.4s
+    sqxtn2 v0.8h, v21.4s
+    sqxtn v1.4h, v22.4s
+    sqxtn2 v1.8h, v23.4s
+
+    sqxtn v2.8b, v0.8h
+    sqxtn v3.8b, v1.8h
+
+    st1 {v2.8b, v3.8b}, [x0], #16
+    sub x6, x6, #4
+    cmp x6, #4
+    bge L4Loop
+
+L1:
+cmp x6, #0
+beq End
+
+L1Loop:
+    cmp x7, #0
+    beq L1NeedBroadcast0
+    cmp x7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    ld1 {v27.s}[0], [x1], #4
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.8b, v27.b[0]
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.8b, v28.b[0]
+    ld1 {v27.s}[0], [x1], #4
+    b L1Compute
+
+    L1Compute:
+    sxtl v16.8h, v27.8b
+    sxtl v18.8h, v28.8b
+    sxtl v17.4s, v16.4h
+    sxtl v19.4s, v18.4h
+
+    scvtf v0.4s, v17.4s
+    scvtf v2.4s, v19.4s
+    fmul v1.4s, v0.4s, v29.4s
+    fmul v3.4s, v2.4s, v30.4s
+
+    fmul v4.4s, v1.4s, v3.4s
+    fmul v0.4s, v4.4s, v31.4s
+
+    fcvtzs v5.4s, v0.4s
+    sqxtn v6.4h, v5.4s
+    sqxtn v7.8b, v6.8h
+    st1 {v7.s}[0], [x0], #4
+
+    subs x6, x6, #1
+    bne L1Loop
+End:
+
+ret
+
+#endif
diff --git a/source/backend/cpu/arm/arm64/MNNBinarySqdInt8.S b/source/backend/cpu/arm/arm64/MNNBinarySqdInt8.S
new file mode 100644
index 000000000..fd28286e2
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/MNNBinarySqdInt8.S
@@ -0,0 +1,334 @@
+//
+//  MNNBinarySqdInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/14.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinarySqdInt8
+// MNNBinarySqdInt8(int8_t* dst, const int8_t* src0, const int8_t* src1, 
+//  const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// x0: dst, x1:src0, x2:src1, x3:scale0, x4:scale1, x5:outputScale, x6:size, x7: needBroadcast
+
+cmp x6, #0
+beq End
+
+ld1 {v29.4s}, [x3] // scale0
+ld1 {v30.4s}, [x4] // scale1
+ld1 {v31.4s}, [x5] // outputScale
+
+cmp x6, #8
+bge L8Loop
+cmp x6, #4
+bge L4Loop
+blt L1
+
+L8Loop:
+    cmp x7, #0
+    beq L8NeedBroadcast0
+    cmp x7, #1
+    beq L8NeedBroadcast1
+
+    L8NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16 // input0[0]: int8x16
+    ld1 {v28.16b}, [x2], #16 // input1[0]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v14.b}[0], [x1]
+    dup v14.16b, v14.b[0]
+    ld1 {v28.16b}, [x2], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v15.b}[0], [x2]
+    dup v15.16b, v15.b[0]
+    ld1 {v27.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8Compute:
+    sxtl v16.8h, v27.8b      // v16:       int16x8
+    sxtl2 v17.8h, v27.16b    // v17:       int16x8
+    sxtl v22.8h, v28.8b     
+    sxtl2 v23.8h, v28.16b   
+
+    sxtl v10.8h, v14.8b      // v10:       int16x8
+    sxtl2 v11.8h, v14.16b    // v11:       int16x8
+    sxtl v12.8h, v15.8b   
+    sxtl2 v13.8h, v15.16b 
+    
+    sxtl  v18.4s, v16.4h      // v18:       int32x4
+    sxtl2 v19.4s, v16.8h
+    sxtl  v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl  v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl  v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    sxtl  v2.4s, v10.4h      // v18:       int32x4
+    sxtl2 v3.4s, v10.8h
+    sxtl  v4.4s, v11.4h
+    sxtl2 v5.4s, v11.8h
+    sxtl  v6.4s, v12.4h
+    sxtl2 v7.4s, v12.8h
+    sxtl  v8.4s, v13.4h
+    sxtl2 v9.4s, v13.8h
+
+    scvtf v18.4s, v18.4s
+    scvtf v19.4s, v19.4s
+    scvtf v20.4s, v20.4s
+    scvtf v21.4s, v21.4s
+    scvtf v24.4s, v24.4s
+    scvtf v25.4s, v25.4s
+    scvtf v26.4s, v26.4s
+    scvtf v27.4s, v27.4s
+
+    scvtf v2.4s, v2.4s
+    scvtf v3.4s, v3.4s
+    scvtf v4.4s, v4.4s
+    scvtf v5.4s, v5.4s
+    scvtf v6.4s, v6.4s
+    scvtf v7.4s, v7.4s
+    scvtf v8.4s, v8.4s
+    scvtf v9.4s, v9.4s
+
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v29.4s
+    fmul v5.4s, v5.4s, v29.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+    fmul v8.4s, v8.4s, v30.4s
+    fmul v9.4s, v9.4s, v30.4s
+
+    fmul v18.4s, v18.4s, v29.4s
+    fmul v19.4s, v19.4s, v29.4s
+    fmul v20.4s, v20.4s, v29.4s
+    fmul v21.4s, v21.4s, v29.4s
+    fmul v24.4s, v24.4s, v30.4s
+    fmul v25.4s, v25.4s, v30.4s
+    fmul v26.4s, v26.4s, v30.4s
+    fmul v27.4s, v27.4s, v30.4s
+
+    fsub v2.4s, v2.4s, v6.4s     // (x-y)
+    fsub v3.4s, v3.4s, v7.4s
+    fsub v4.4s, v4.4s, v8.4s
+    fsub v5.4s, v5.4s, v9.4s
+
+    fsub v18.4s, v18.4s, v24.4s
+    fsub v19.4s, v19.4s, v25.4s
+    fsub v20.4s, v20.4s, v26.4s
+    fsub v21.4s, v21.4s, v27.4s
+
+    fmul v2.4s, v2.4s, v2.4s     // (x-y)*(x-y)
+    fmul v3.4s, v3.4s, v3.4s
+    fmul v4.4s, v4.4s, v4.4s
+    fmul v5.4s, v5.4s, v5.4s
+    fmul v18.4s, v18.4s, v18.4s
+    fmul v19.4s, v19.4s, v19.4s
+    fmul v20.4s, v20.4s, v20.4s
+    fmul v21.4s, v21.4s, v21.4s
+
+    fmul v2.4s, v2.4s, v31.4s
+    fmul v3.4s, v3.4s, v31.4s
+    fmul v4.4s, v4.4s, v31.4s
+    fmul v5.4s, v5.4s, v31.4s
+    fmul v18.4s, v18.4s, v31.4s
+    fmul v19.4s, v19.4s, v31.4s
+    fmul v20.4s, v20.4s, v31.4s
+    fmul v21.4s, v21.4s, v31.4s
+
+    fcvtzs v18.4s, v18.4s
+    fcvtzs v19.4s, v19.4s
+    fcvtzs v20.4s, v20.4s
+    fcvtzs v21.4s, v21.4s
+    fcvtzs v2.4s, v2.4s
+    fcvtzs v3.4s, v3.4s
+    fcvtzs v4.4s, v4.4s
+    fcvtzs v5.4s, v5.4s
+
+    sqxtn v18.4h, v18.4s
+    sqxtn2 v18.8h, v19.4s
+    sqxtn v19.4h, v20.4s
+    sqxtn2 v19.8h, v21.4s
+
+    sqxtn v2.4h, v2.4s
+    sqxtn2 v2.8h, v3.4s
+    sqxtn v3.4h, v4.4s
+    sqxtn2 v3.8h, v5.4s
+
+    sqxtn v18.8b, v18.8h
+    sqxtn2 v18.16b, v19.8h
+    sqxtn v2.8b, v2.8h
+    sqxtn2 v2.16b, v3.8h
+
+    st1 {v18.16b}, [x0], #16
+    st1 {v2.16b}, [x0], #16
+
+    sub x6, x6, #8
+    cmp x6, #8
+    bge L8Loop
+    cmp x6, #0
+    ble End
+    cmp x6, #4
+    blt L1Loop
+
+L4Loop:
+    cmp x7, #0
+    beq L4NeedBroadcast0
+    cmp x7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v27.16b}, [x1], #16
+    b L4Compute
+
+    L4Compute:
+    sxtl v16.8h, v27.8b
+    sxtl2 v17.8h, v27.16b
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+    
+    sxtl v18.4s, v16.4h
+    sxtl2 v19.4s, v16.8h
+    sxtl v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    scvtf v0.4s, v18.4s
+    scvtf v1.4s, v19.4s
+    scvtf v2.4s, v20.4s
+    scvtf v3.4s, v21.4s
+    scvtf v4.4s, v24.4s
+    scvtf v5.4s, v25.4s
+    scvtf v6.4s, v26.4s
+    scvtf v7.4s, v27.4s
+
+    fmul v0.4s, v0.4s, v29.4s
+    fmul v1.4s, v1.4s, v29.4s
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v30.4s
+    fmul v5.4s, v5.4s, v30.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+
+    fsub v0.4s, v0.4s, v4.4s
+    fsub v1.4s, v1.4s, v5.4s
+    fsub v2.4s, v2.4s, v6.4s
+    fsub v3.4s, v3.4s, v7.4s
+
+    fmul v0.4s, v0.4s, v0.4s
+    fmul v1.4s, v1.4s, v1.4s
+    fmul v2.4s, v2.4s, v2.4s
+    fmul v3.4s, v3.4s, v3.4s
+
+    fmul v16.4s, v0.4s, v31.4s
+    fmul v17.4s, v1.4s, v31.4s
+    fmul v18.4s, v2.4s, v31.4s
+    fmul v19.4s, v3.4s, v31.4s
+
+    fcvtzs v20.4s, v16.4s
+    fcvtzs v21.4s, v17.4s
+    fcvtzs v22.4s, v18.4s
+    fcvtzs v23.4s, v19.4s
+
+    sqxtn v0.4h, v20.4s
+    sqxtn2 v0.8h, v21.4s
+    sqxtn v1.4h, v22.4s
+    sqxtn2 v1.8h, v23.4s
+
+    sqxtn v2.8b, v0.8h
+    sqxtn v3.8b, v1.8h
+
+    st1 {v2.8b, v3.8b}, [x0], #16
+    sub x6, x6, #4
+    cmp x6, #4
+    bge L4Loop
+
+L1:
+cmp x6, #0
+beq End
+
+L1Loop:
+    cmp x7, #0
+    beq L1NeedBroadcast0
+    cmp x7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    ld1 {v27.s}[0], [x1], #4
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.8b, v27.b[0]
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.8b, v28.b[0]
+    ld1 {v27.s}[0], [x1], #4
+    b L1Compute
+
+    L1Compute:
+    sxtl v16.8h, v27.8b
+    sxtl v18.8h, v28.8b
+    sxtl v17.4s, v16.4h
+    sxtl v19.4s, v18.4h
+
+    scvtf v0.4s, v17.4s
+    scvtf v2.4s, v19.4s
+    fmul v1.4s, v0.4s, v29.4s
+    fmul v3.4s, v2.4s, v30.4s
+
+    fsub v4.4s, v1.4s, v3.4s
+    fmul v4.4s, v4.4s, v4.4s
+    fmul v0.4s, v4.4s, v31.4s
+
+    fcvtzs v5.4s, v0.4s
+    sqxtn v6.4h, v5.4s
+    sqxtn v7.8b, v6.8h
+    st1 {v7.s}[0], [x0], #4
+
+    subs x6, x6, #1
+    bne L1Loop
+End:
+
+ret
+
+#endif
diff --git a/source/backend/cpu/arm/arm64/MNNBinarySubInt8.S b/source/backend/cpu/arm/arm64/MNNBinarySubInt8.S
new file mode 100644
index 000000000..9fb91c868
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/MNNBinarySubInt8.S
@@ -0,0 +1,319 @@
+//
+//  MNNBinarySubInt8.S
+//  MNN
+//
+//  Created by MNN on 2019/08/14.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+asm_function MNNBinarySubInt8
+// MNNBinarySubInt8(int8_t* dst, const int8_t* src0, const int8_t* src1, 
+//  const float* scale0, const float* scale1, const float* outputScale, const size_t size, size_t needBroadcast)
+// x0: dst, x1:src0, x2:src1, x3:scale0, x4:scale1, x5:outputScale, x6:size, x7: needBroadcast
+
+cmp x6, #0
+beq End
+
+ld1 {v29.4s}, [x3] // scale0
+ld1 {v30.4s}, [x4] // scale1
+ld1 {v31.4s}, [x5] // outputScale
+
+cmp x6, #8
+bge L8Loop
+cmp x6, #4
+bge L4Loop
+blt L1
+
+L8Loop:
+    cmp x7, #0
+    beq L8NeedBroadcast0
+    cmp x7, #1
+    beq L8NeedBroadcast1
+
+    L8NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16 // input0[0]: int8x16
+    ld1 {v28.16b}, [x2], #16 // input1[0]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v14.b}[0], [x1]
+    dup v14.16b, v14.b[0]
+    ld1 {v28.16b}, [x2], #16 // input0[1]: int8x16
+    ld1 {v15.16b}, [x2], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v15.b}[0], [x2]
+    dup v15.16b, v15.b[0]
+    ld1 {v27.16b}, [x1], #16 // input0[1]: int8x16
+    ld1 {v14.16b}, [x1], #16 // input1[1]: int8x16
+    b L8Compute
+
+    L8Compute:
+    sxtl v16.8h, v27.8b      // v16:       int16x8
+    sxtl2 v17.8h, v27.16b    // v17:       int16x8
+    sxtl v22.8h, v28.8b     
+    sxtl2 v23.8h, v28.16b   
+
+    sxtl v10.8h, v14.8b      // v10:       int16x8
+    sxtl2 v11.8h, v14.16b    // v11:       int16x8
+    sxtl v12.8h, v15.8b   
+    sxtl2 v13.8h, v15.16b 
+    
+    sxtl  v18.4s, v16.4h      // v18:       int32x4
+    sxtl2 v19.4s, v16.8h
+    sxtl  v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl  v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl  v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    sxtl  v2.4s, v10.4h      // v18:       int32x4
+    sxtl2 v3.4s, v10.8h
+    sxtl  v4.4s, v11.4h
+    sxtl2 v5.4s, v11.8h
+    sxtl  v6.4s, v12.4h
+    sxtl2 v7.4s, v12.8h
+    sxtl  v8.4s, v13.4h
+    sxtl2 v9.4s, v13.8h
+
+    scvtf v18.4s, v18.4s
+    scvtf v19.4s, v19.4s
+    scvtf v20.4s, v20.4s
+    scvtf v21.4s, v21.4s
+    scvtf v24.4s, v24.4s
+    scvtf v25.4s, v25.4s
+    scvtf v26.4s, v26.4s
+    scvtf v27.4s, v27.4s
+
+    scvtf v2.4s, v2.4s
+    scvtf v3.4s, v3.4s
+    scvtf v4.4s, v4.4s
+    scvtf v5.4s, v5.4s
+    scvtf v6.4s, v6.4s
+    scvtf v7.4s, v7.4s
+    scvtf v8.4s, v8.4s
+    scvtf v9.4s, v9.4s
+
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v29.4s
+    fmul v5.4s, v5.4s, v29.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+    fmul v8.4s, v8.4s, v30.4s
+    fmul v9.4s, v9.4s, v30.4s
+
+    fmul v18.4s, v18.4s, v29.4s
+    fmul v19.4s, v19.4s, v29.4s
+    fmul v20.4s, v20.4s, v29.4s
+    fmul v21.4s, v21.4s, v29.4s
+    fmul v24.4s, v24.4s, v30.4s
+    fmul v25.4s, v25.4s, v30.4s
+    fmul v26.4s, v26.4s, v30.4s
+    fmul v27.4s, v27.4s, v30.4s
+
+    fsub v2.4s, v2.4s, v6.4s
+    fsub v3.4s, v3.4s, v7.4s
+    fsub v4.4s, v4.4s, v8.4s
+    fsub v5.4s, v5.4s, v9.4s
+
+    fsub v18.4s, v18.4s, v24.4s
+    fsub v19.4s, v19.4s, v25.4s
+    fsub v20.4s, v20.4s, v26.4s
+    fsub v21.4s, v21.4s, v27.4s
+
+    fmul v2.4s, v2.4s, v31.4s
+    fmul v3.4s, v3.4s, v31.4s
+    fmul v4.4s, v4.4s, v31.4s
+    fmul v5.4s, v5.4s, v31.4s
+    fmul v18.4s, v18.4s, v31.4s
+    fmul v19.4s, v19.4s, v31.4s
+    fmul v20.4s, v20.4s, v31.4s
+    fmul v21.4s, v21.4s, v31.4s
+
+    fcvtzs v18.4s, v18.4s
+    fcvtzs v19.4s, v19.4s
+    fcvtzs v20.4s, v20.4s
+    fcvtzs v21.4s, v21.4s
+    fcvtzs v2.4s, v2.4s
+    fcvtzs v3.4s, v3.4s
+    fcvtzs v4.4s, v4.4s
+    fcvtzs v5.4s, v5.4s
+
+    sqxtn v18.4h, v18.4s
+    sqxtn2 v18.8h, v19.4s
+    sqxtn v19.4h, v20.4s
+    sqxtn2 v19.8h, v21.4s
+
+    sqxtn v2.4h, v2.4s
+    sqxtn2 v2.8h, v3.4s
+    sqxtn v3.4h, v4.4s
+    sqxtn2 v3.8h, v5.4s
+
+    sqxtn v18.8b, v18.8h
+    sqxtn2 v18.16b, v19.8h
+    sqxtn v2.8b, v2.8h
+    sqxtn2 v2.16b, v3.8h
+
+    st1 {v18.16b}, [x0], #16
+    st1 {v2.16b}, [x0], #16
+
+    sub x6, x6, #8
+    cmp x6, #8
+    bge L8Loop
+    cmp x6, #0
+    ble End
+    cmp x6, #4
+    blt L1Loop
+
+L4Loop:
+    cmp x7, #0
+    beq L4NeedBroadcast0
+    cmp x7, #1
+    beq L4NeedBroadcast1
+
+    L4NotNeedBroadcast:
+    ld1 {v27.16b}, [x1], #16
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.16b, v27.b[0]
+    ld1 {v28.16b}, [x2], #16
+    b L4Compute
+
+    L4NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.16b, v28.b[0]
+    ld1 {v27.16b}, [x1], #16
+    b L4Compute
+
+    L4Compute:
+    sxtl v16.8h, v27.8b
+    sxtl2 v17.8h, v27.16b
+    sxtl v22.8h, v28.8b
+    sxtl2 v23.8h, v28.16b
+    
+    sxtl v18.4s, v16.4h
+    sxtl2 v19.4s, v16.8h
+    sxtl v20.4s, v17.4h
+    sxtl2 v21.4s, v17.8h
+    sxtl v24.4s, v22.4h
+    sxtl2 v25.4s, v22.8h
+    sxtl v26.4s, v23.4h
+    sxtl2 v27.4s, v23.8h
+
+    scvtf v0.4s, v18.4s
+    scvtf v1.4s, v19.4s
+    scvtf v2.4s, v20.4s
+    scvtf v3.4s, v21.4s
+    scvtf v4.4s, v24.4s
+    scvtf v5.4s, v25.4s
+    scvtf v6.4s, v26.4s
+    scvtf v7.4s, v27.4s
+
+    fmul v0.4s, v0.4s, v29.4s
+    fmul v1.4s, v1.4s, v29.4s
+    fmul v2.4s, v2.4s, v29.4s
+    fmul v3.4s, v3.4s, v29.4s
+    fmul v4.4s, v4.4s, v30.4s
+    fmul v5.4s, v5.4s, v30.4s
+    fmul v6.4s, v6.4s, v30.4s
+    fmul v7.4s, v7.4s, v30.4s
+
+    fsub v0.4s, v0.4s, v4.4s
+    fsub v1.4s, v1.4s, v5.4s
+    fsub v2.4s, v2.4s, v6.4s
+    fsub v3.4s, v3.4s, v7.4s
+
+    fmul v16.4s, v0.4s, v31.4s
+    fmul v17.4s, v1.4s, v31.4s
+    fmul v18.4s, v2.4s, v31.4s
+    fmul v19.4s, v3.4s, v31.4s
+
+    fcvtzs v20.4s, v16.4s
+    fcvtzs v21.4s, v17.4s
+    fcvtzs v22.4s, v18.4s
+    fcvtzs v23.4s, v19.4s
+
+    sqxtn v0.4h, v20.4s
+    sqxtn2 v0.8h, v21.4s
+    sqxtn v1.4h, v22.4s
+    sqxtn2 v1.8h, v23.4s
+
+    sqxtn v2.8b, v0.8h
+    sqxtn v3.8b, v1.8h
+
+    st1 {v2.8b, v3.8b}, [x0], #16
+    sub x6, x6, #4
+    cmp x6, #4
+    bge L4Loop
+
+L1:
+cmp x6, #0
+beq End
+
+L1Loop:
+    cmp x7, #0
+    beq L1NeedBroadcast0
+    cmp x7, #1
+    beq L1NeedBroadcast1
+
+    L1NotNeedBroadcast:
+    ld1 {v27.s}[0], [x1], #4
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast0:
+    ld1 {v27.b}[0], [x1]
+    dup v27.8b, v27.b[0]
+    ld1 {v28.s}[0], [x2], #4
+    b L1Compute
+
+    L1NeedBroadcast1:
+    ld1 {v28.b}[0], [x2]
+    dup v28.8b, v28.b[0]
+    ld1 {v27.s}[0], [x1], #4
+    b L1Compute
+
+    L1Compute:
+    sxtl v16.8h, v27.8b
+    sxtl v18.8h, v28.8b
+    sxtl v17.4s, v16.4h
+    sxtl v19.4s, v18.4h
+
+    scvtf v0.4s, v17.4s
+    scvtf v2.4s, v19.4s
+    fmul v1.4s, v0.4s, v29.4s
+    fmul v3.4s, v2.4s, v30.4s
+
+    fsub v4.4s, v1.4s, v3.4s
+    fmul v0.4s, v4.4s, v31.4s
+
+    fcvtzs v5.4s, v0.4s
+    sqxtn v6.4h, v5.4s
+    sqxtn v7.8b, v6.8h
+    st1 {v7.s}[0], [x0], #4
+
+    subs x6, x6, #1
+    bne L1Loop
+End:
+
+ret
+
+#endif
diff --git a/source/backend/cpu/compute/CommonOptFunction.h b/source/backend/cpu/compute/CommonOptFunction.h
index 57471fa13..76f38099b 100644
--- a/source/backend/cpu/compute/CommonOptFunction.h
+++ b/source/backend/cpu/compute/CommonOptFunction.h
@@ -166,7 +166,7 @@ void MNNRoiAlignAvg(float* dst, const float* src, const std::vector<std::vector<
 typedef void(*MNNBinaryExecute)(void* outputRaw, const void* inputRaw0, const void* inputRaw1, int elementSize, int broadcastIndex);
 typedef void(*MNNUnaryExecute)(void* outputRaw, const void* inputRaw, int elementSize);
 typedef void(*MNNCopyWithStride)(uint8_t* dstO, const uint8_t* srcO, int size, int stride, int ds);
-
+typedef void(*MNNBinaryExecInt8)(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast);
 
 constexpr int InputTileMax = 14; // same value from DynamicGemm.h, cannot include from different backend code.
 
diff --git a/source/backend/cpu/compute/Int8FunctionsOpt.cpp b/source/backend/cpu/compute/Int8FunctionsOpt.cpp
index ecdd8ad14..0401c7a82 100644
--- a/source/backend/cpu/compute/Int8FunctionsOpt.cpp
+++ b/source/backend/cpu/compute/Int8FunctionsOpt.cpp
@@ -26,6 +26,7 @@ void MNNLineDepthWiseInt8AddBiasScaleUnit(int8_t* dst, const int8_t* src, const
 void MNNMaxPoolInt8(int8_t* dst, int8_t* src, size_t outputWidth, size_t inputWidth, size_t kernelx, size_t kernely, size_t stridesx);
 
 void MNNAvgPoolInt8(int8_t* dst, int8_t* src, size_t outputWidth, size_t inputWidth, size_t kernelx, size_t kernely, size_t stridesx, ssize_t paddingx, ssize_t factor);
+
 #if defined(__aarch64__) // aarch32 sdot workaround
 void MNNGemmInt8AddBiasScale_ARMV82_Unit(int8_t* dst, const int8_t* src, const int8_t* weight, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad,
                                          const QuanPostTreatParameters* post, size_t realDstCount);
@@ -1573,6 +1574,133 @@ void MNNMaxPoolInt8(int8_t* dst, int8_t* src, size_t outputWidth, size_t inputWi
     }
 }
 
+void MNNBinaryAddInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    float sum = 0;
+#ifdef MNN_USE_SSE
+    const uint8_t zeroPoint = 128;
+#else
+    const uint8_t zeroPoint = 0;
+#endif
+    for (int i = 0; i < elementSize; ++i) {
+        if (needBroadcast == 0) {
+            sum = static_cast<float>((int8_t)(inputRaw0[0] - zeroPoint)) * inputScale0[i] + static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+        } else if (needBroadcast == 1) {
+            sum = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i] + static_cast<float>((int8_t)(inputRaw1[0] - zeroPoint)) * inputScale1[i];
+        } else {
+            sum = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i] + static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+        }
+        float value  = sum * outputScale[i];
+        outputRaw[i] = static_cast<uint8_t>(std::max(std::min(value, 127.0f), -127.0f)) + zeroPoint;
+    }
+}
+
+void MNNBinarySubInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    float res = 0;
+#ifdef MNN_USE_SSE
+    const uint8_t zeroPoint = 128;
+#else
+    const uint8_t zeroPoint = 0;
+#endif
+    for (int i = 0; i < elementSize; ++i) {
+        if (needBroadcast == 0) {
+            res = static_cast<float>((int8_t)(inputRaw0[0] - zeroPoint)) * inputScale0[i] - static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+        } else if (needBroadcast == 1) {
+            res = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i] - static_cast<float>((int8_t)(inputRaw1[0] - zeroPoint)) * inputScale1[i];
+        } else {
+            res = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i] - static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+        }
+        float value  = res * outputScale[i];
+        outputRaw[i] = static_cast<uint8_t>(std::max(std::min(value, 127.0f), -127.0f)) + zeroPoint;
+    }
+}
+
+void MNNBinaryMulInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    float res = 0;
+#ifdef MNN_USE_SSE
+    const uint8_t zeroPoint = 128;
+#else
+    const uint8_t zeroPoint = 0;
+#endif
+        for (int i = 0; i < elementSize; ++i) {
+            if (needBroadcast == 0) {
+                res = static_cast<float>((int8_t)(inputRaw0[0] - zeroPoint)) * inputScale0[i] * static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+            } else if (needBroadcast == 1) {
+                res = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i] * static_cast<float>((int8_t)(inputRaw1[0] - zeroPoint)) * inputScale1[i];
+            } else {
+                res = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i] * static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+            }
+            float value  = res * outputScale[i];
+            outputRaw[i] = static_cast<uint8_t>(std::max(std::min(value, 127.0f), -127.0f)) + zeroPoint;
+        }
+}
+
+void MNNBinaryMinInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    float res = 0;
+#ifdef MNN_USE_SSE
+    const uint8_t zeroPoint = 128;
+#else
+    const uint8_t zeroPoint = 0;
+#endif
+        for (int i = 0; i < elementSize; ++i) {
+            if (needBroadcast == 0) {
+                res = std::min(static_cast<float>((int8_t)(inputRaw0[0] - zeroPoint)) * inputScale0[i], static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i]);
+            } else if (needBroadcast == 1) {
+                res = std::min(static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i], static_cast<float>((int8_t)(inputRaw1[0] - zeroPoint)) * inputScale1[i]);
+            } else {
+                res = std::min(static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i], static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i]);
+            }
+            float value  = res * outputScale[i];
+            outputRaw[i] = static_cast<uint8_t>(std::max(std::min(value, 127.0f), -127.0f)) + zeroPoint;
+        }
+}
+
+void MNNBinaryMaxInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    float res = 0;
+#ifdef MNN_USE_SSE
+    const uint8_t zeroPoint = 128;
+#else
+    const uint8_t zeroPoint = 0;
+#endif
+        for (int i = 0; i < elementSize; ++i) {
+            if (needBroadcast == 0) {
+                res = std::max(static_cast<float>((int8_t)(inputRaw0[0] - zeroPoint)) * inputScale0[i], static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i]);
+            } else if (needBroadcast == 1) {
+                res = std::max(static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i], static_cast<float>((int8_t)(inputRaw1[0] - zeroPoint)) * inputScale1[i]);
+            } else {
+                res = std::max(static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i], static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i]);
+            }
+            float value  = res * outputScale[i];
+            outputRaw[i] = static_cast<uint8_t>(std::max(std::min(value, 127.0f), -127.0f)) + zeroPoint;
+        }
+}
+void MNNBinarySqdInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast) {
+    float res = 0, inp0 = 0, inp1 = 0;
+#ifdef MNN_USE_SSE
+    const uint8_t zeroPoint = 128;
+#else
+    const uint8_t zeroPoint = 0;
+#endif
+    for (int i = 0; i < elementSize; ++i) {
+        if (needBroadcast == 0) {
+            inp0 = static_cast<float>((int8_t)(inputRaw0[0] - zeroPoint)) * inputScale0[i];
+            inp1 = static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+            res = (inp0 - inp1) * (inp0 - inp1);
+        } else if (needBroadcast == 1) {
+            inp0 = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i];
+            inp1 = static_cast<float>((int8_t)(inputRaw1[0] - zeroPoint)) * inputScale1[i];
+            res = (inp0 - inp1) * (inp0 - inp1);
+        } else {
+            inp0 = static_cast<float>((int8_t)(inputRaw0[i] - zeroPoint)) * inputScale0[i];
+            inp1 = static_cast<float>((int8_t)(inputRaw1[i] - zeroPoint)) * inputScale1[i];
+            res = (inp0 - inp1) * (inp0 - inp1);
+        }
+        float value  = res * outputScale[i];
+        outputRaw[i] = static_cast<uint8_t>(std::max(std::min(value, 127.0f), -127.0f)) + zeroPoint;
+    }
+}
+
+
+
 #endif // #ifndef MNN_USE_NEON
 #ifndef MNN_USE_SSE
 
diff --git a/source/backend/cpu/compute/Int8FunctionsOpt.h b/source/backend/cpu/compute/Int8FunctionsOpt.h
index e0b47f1a3..ec77193e6 100644
--- a/source/backend/cpu/compute/Int8FunctionsOpt.h
+++ b/source/backend/cpu/compute/Int8FunctionsOpt.h
@@ -52,8 +52,12 @@ void MNNInt8ScaleToFloat(float* dst, const int8_t* src, const float* scale, size
 void MNNInt8FunctionInit();
 void MNNPackedSparseQuantMatMulEpx1(int8_t* C, const int8_t* A, const int8_t* B, const size_t* sparseQuantParam, const QuanPostTreatParameters* post, unsigned int* NNZMap, int* dataOffsetMap);
 void MNNPackedSparseQuantMatMulEpx4(int8_t* C, const int8_t* A, const int8_t* B, const size_t* sparseQuantParam, const QuanPostTreatParameters* post, unsigned int* NNZMap, int* dataOffsetMap);
-
-
+void MNNBinaryAddInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast);
+void MNNBinarySubInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast);
+void MNNBinaryMulInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast);
+void MNNBinarySqdInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast);
+void MNNBinaryMaxInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast);
+void MNNBinaryMinInt8(int8_t* outputRaw, const int8_t* inputRaw0, const int8_t* inputRaw1, const float* inputScale0, const float* inputScale1, const float* outputScale, int elementSize, int needBroadcast);
 #ifdef __cplusplus
 }
 #endif
diff --git a/source/backend/cuda/CMakeLists.txt b/source/backend/cuda/CMakeLists.txt
index 2b96242b1..99e4a1db2 100644
--- a/source/backend/cuda/CMakeLists.txt
+++ b/source/backend/cuda/CMakeLists.txt
@@ -21,28 +21,26 @@ if(CUDA_FOUND)
     include(${CMAKE_CURRENT_SOURCE_DIR}/SelectCudaComputeArch.cmake)
     CUDA_SELECT_NVCC_ARCH_FLAGS(CUDA_ARCH_FLAGS ${CUDA_ARCHS})
 
-    IF (CUDA_VERSION VERSION_GREATER "7.6")
+    IF ((CUDA_VERSION VERSION_GREATER "8.0") OR (CUDA_VERSION VERSION_EQUAL "8.0"))
         set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_60,code=sm_60")
         set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_61,code=sm_61")
         set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_62,code=sm_62")
     ENDIF()
     
-    IF ((CUDA_VERSION VERSION_GREATER "9.0") OR (CUDA_VERSION VERSION_EQUAL "9.0"))
+    IF ((CUDA_VERSION VERSION_GREATER "10.1") OR (CUDA_VERSION VERSION_EQUAL "10.1"))
         set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_70,code=sm_70")
         set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_72,code=sm_72")
     ENDIF()
 
-    IF ((CUDA_VERSION VERSION_GREATER "10.0") OR (CUDA_VERSION VERSION_EQUAL "10.0"))
+    IF ((CUDA_VERSION VERSION_GREATER "10.2") OR (CUDA_VERSION VERSION_EQUAL "10.2"))
         set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_75,code=sm_75")
     ENDIF()
 
-    IF ((CUDA_VERSION VERSION_GREATER "11.0") OR (CUDA_VERSION VERSION_EQUAL "11.0"))
-        set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_80,code=sm_80")
-    ENDIF()
-
     IF ((CUDA_VERSION VERSION_GREATER "11.2") OR (CUDA_VERSION VERSION_EQUAL "11.2"))
+        set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_80,code=sm_80")
         set(CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS} -gencode arch=compute_86,code=sm_86")
     ENDIF()
+
     message(STATUS "Enabling CUDA support (version: ${CUDA_VERSION_STRING},"
                     " archs: ${CUDA_ARCH_FLAGS_readable})")
 else()
diff --git a/source/backend/cuda/core/CUDABackend.cpp b/source/backend/cuda/core/CUDABackend.cpp
index 6a6cc06cb..c9bea4ae7 100644
--- a/source/backend/cuda/core/CUDABackend.cpp
+++ b/source/backend/cuda/core/CUDABackend.cpp
@@ -299,7 +299,10 @@ static void _computeBCA(int& batch, int& plane, int& channel, MNN_DATA_FORMAT sr
 
     if (srcDimensionFormat != MNN_DATA_FORMAT_NHWC) {
         batch = srcTensor->length(0);
-        channel = srcTensor->length(1);
+        channel = 1;
+        if(srcTensor->dimensions() > 1) {
+            channel = srcTensor->length(1);
+        }
         plane = 1;
         for (int i=2; i<srcTensor->dimensions(); ++i) {
             plane *= srcTensor->length(i);
diff --git a/source/backend/cuda/execution/ArgMaxExecution.cu b/source/backend/cuda/execution/ArgMaxExecution.cu
index de228e9ab..a32c326ee 100644
--- a/source/backend/cuda/execution/ArgMaxExecution.cu
+++ b/source/backend/cuda/execution/ArgMaxExecution.cu
@@ -5,25 +5,81 @@
 namespace MNN {
 namespace CUDA {
 
+#define ARG_REDUCE_NUM 256
+
+template <typename T>
+__global__ void ARGMAX_FIRST_STEP(const int count, const int outside, const int inside,
+                            const int totalDims, const int dims, const int numDims,
+                            const T *input, T *outputData, int *outputIndex
+    ) {
+    for (size_t index = blockIdx.x * blockDim.x + threadIdx.x; index < (count); index += blockDim.x * gridDim.x) {
+        const int idx_in = index % inside;
+        const int tmp = index / inside;
+        const int idx_out = tmp % outside;
+        const int idx_num_dim = tmp / outside;
+
+        const int idx_output = (idx_out * numDims + idx_num_dim) * inside + idx_in;
+        const T* inpPtr = input + (idx_out * totalDims + idx_num_dim * dims) * inside + idx_in;
+        int maxIndex = idx_num_dim * dims;
+        T maxValue = inpPtr[0 * inside];
+        for(int j=1; j<dims; j++) {
+            const int idx_access = idx_num_dim * dims + j;
+            if(idx_access < totalDims) {
+                T value = inpPtr[j * inside];
+                if(maxValue < value) {
+                    maxIndex = idx_access;
+                    maxValue = value;
+                }
+            }
+        }
+        outputData[idx_output] = maxValue;
+        outputIndex[idx_output] = maxIndex;
+    }
+
+}
+
+template <typename T>
+__global__ void ARGMAX_SECOND_STEP(const int count, const int outside, const int inside, const int dims,
+                            const T *inputData, const int *inputIndex, int *outputIndex
+    ) {
+    for (size_t index = blockIdx.x * blockDim.x + threadIdx.x; index < (count); index += blockDim.x * gridDim.x) {
+        const int idx_in = index % inside;
+        const int idx_out = index / inside;
+
+        int idx_output = idx_out * inside + idx_in;
+        const T* inpPtr = inputData + idx_out * dims * inside + idx_in;
+        int maxIndex = inputIndex[0];
+        T maxValue = inpPtr[0 * inside];
+        for(int j=1; j<dims; j++) {
+            T value = inpPtr[j * inside];
+            if(maxValue < value) {
+                maxIndex = inputIndex[j];
+                maxValue = value;
+            }
+        }
+        outputIndex[idx_output] = maxIndex;
+    }
+}
+
 template <typename T>
 __global__ void ARGMAX(const int count, const int outside, const int inside, const int dim,
                          const T *input, int *output) {
     for (size_t i = blockIdx.x * blockDim.x + threadIdx.x; i < (count); i += blockDim.x * gridDim.x) {
-        const int o = i / inside;
-        const int n = i % inside;
+        const int idx_out = i / inside;
+        const int idx_in = i % inside;
 
-        int* outPtr = output + inside * o;
-        const T* inpPtr = input + inside * dim * o;
+        int* outPtr = output + idx_out * inside + idx_in;
+        const T* inpPtr = input + idx_out * inside * dim + idx_in;
         int index = 0;
-        T maxValue = inpPtr[n + 0 * inside];
+        T maxValue = inpPtr[0 * inside];
         for(int j=1; j<dim; j++) {
-            T value = inpPtr[n + j * inside];
+            T value = inpPtr[j * inside];
             if(maxValue < value) {
                 index = j;
                 maxValue = value;
             }
         }
-        outPtr[n] = index;
+        outPtr[0] = index;
     }
 
     return;
@@ -38,6 +94,7 @@ ArgMaxExecution::~ArgMaxExecution(){
 }
 
 ErrorCode ArgMaxExecution::onResize(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs) {
+    auto pool = static_cast<CUDABackend*>(backend())->getBufferPool();
     auto input  = inputs[0];
     auto output  = outputs[0];
 
@@ -54,6 +111,18 @@ ErrorCode ArgMaxExecution::onResize(const std::vector<Tensor *> &inputs, const s
         mInside *= input->length(i);
     }
     mDim = input->length(mAxis);
+
+    auto bytes = static_cast<CUDABackend*>(backend())->getBytes(inputs[0]);
+    mSplitKernel = (mDim > ARG_REDUCE_NUM);
+    if(mSplitKernel) {
+        mSecondArgLen = (mDim + ARG_REDUCE_NUM - 1) / ARG_REDUCE_NUM;
+        auto buffer_data = pool->alloc(mOutside * mInside * mSecondArgLen * bytes);
+        mTempDataBuffer = (void*)((uint8_t*)buffer_data.first + buffer_data.second);
+        auto buffer_index = pool->alloc(mOutside * mInside * mSecondArgLen * sizeof(int32_t));
+        mTempIndexBuffer = (void*)((uint8_t*)buffer_index.first + buffer_index.second);
+        pool->free(buffer_data);
+        pool->free(buffer_index);
+    }
     return NO_ERROR;
 }
 
@@ -62,22 +131,65 @@ ErrorCode ArgMaxExecution::onExecute(const std::vector<Tensor *> &inputs, const
 
     auto input = (void *)inputs[0]->deviceId();
     auto output = (void *)outputs[0]->deviceId();
-    int count = mOutside * mInside;
-    int block_num = runtime->blocks_num(count);
-    int thread_num = runtime->threads_num();
-
     auto bytes = static_cast<CUDABackend*>(backend())->getBytes(inputs[0]);
 
-    if(bytes == 4) {
-        ARGMAX<<<block_num, thread_num>>>(count, mOutside, mInside, mDim, (const float*)input,(int *)output);
-        checkKernelErrors;
+    if(mSplitKernel) {
+        if(bytes == 4) {
+            // First Step
+            {
+                int count = mOutside * mInside * mSecondArgLen;
+                int block_num = runtime->blocks_num(count);
+                int thread_num = runtime->threads_num();
+                ARGMAX_FIRST_STEP<<<block_num, thread_num>>>(count, mOutside, mInside, mDim, ARG_REDUCE_NUM, mSecondArgLen, \
+                    (const float*)input, (float *)mTempDataBuffer, (int *)mTempIndexBuffer);
+                checkKernelErrors;
+            }
+            // Second Step
+            {
+                int count = mOutside * mInside;
+                int block_num = runtime->blocks_num(count);
+                int thread_num = runtime->threads_num();
+                ARGMAX_SECOND_STEP<<<block_num, thread_num>>>(count, mOutside, mInside, mSecondArgLen, \
+                    (const float*)mTempDataBuffer, (const int *)mTempIndexBuffer, (int *)output);
+                checkKernelErrors;
+            }
+        } else {
+            // First Step
+            {
+                int count = mOutside * mInside * mSecondArgLen;
+                int block_num = runtime->blocks_num(count);
+                int thread_num = runtime->threads_num();
+                ARGMAX_FIRST_STEP<<<block_num, thread_num>>>(count, mOutside, mInside, mDim, ARG_REDUCE_NUM, mSecondArgLen, \
+                    (const half*)input, (half *)mTempDataBuffer, (int *)mTempIndexBuffer);
+                checkKernelErrors;
+            }
+            // Second Step
+            {
+                int count = mOutside * mInside;
+                int block_num = runtime->blocks_num(count);
+                int thread_num = runtime->threads_num();
+                ARGMAX_SECOND_STEP<<<block_num, thread_num>>>(count, mOutside, mInside, mSecondArgLen, \
+                    (const half*)mTempDataBuffer, (const int *)mTempIndexBuffer, (int *)output);
+                checkKernelErrors;
+            }
+        }
+
     } else {
-        ARGMAX<<<block_num, thread_num>>>(count, mOutside, mInside, mDim, (const half*)input,(int *)output);
-        checkKernelErrors;
-    }
+        int count = mOutside * mInside;
+        int block_num = runtime->blocks_num(count);
+        int thread_num = runtime->threads_num();
 
+        if(bytes == 4) {
+            ARGMAX<<<block_num, thread_num>>>(count, mOutside, mInside, mDim, (const float*)input,(int *)output);
+            checkKernelErrors;
+        } else {
+            ARGMAX<<<block_num, thread_num>>>(count, mOutside, mInside, mDim, (const half*)input,(int *)output);
+            checkKernelErrors;
+        }
+    }
     return NO_ERROR;
 }
+
 class ArgMaxCreator : public CUDABackend::Creator {
 public:
     virtual Execution* onCreate(const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs,
diff --git a/source/backend/cuda/execution/ArgMaxExecution.hpp b/source/backend/cuda/execution/ArgMaxExecution.hpp
index 7e90f4372..43c230ea2 100644
--- a/source/backend/cuda/execution/ArgMaxExecution.hpp
+++ b/source/backend/cuda/execution/ArgMaxExecution.hpp
@@ -26,6 +26,10 @@ class ArgMaxExecution : public Execution {
     int mInside;
     int mOutside;
     int mDim;
+    bool mSplitKernel = false;
+    int mSecondArgLen;
+    void *mTempDataBuffer;
+    void *mTempIndexBuffer;
 };
 } // namespace CUDA
 } // namespace MNN
diff --git a/source/backend/cuda/execution/ConvCutlassExecution.cu b/source/backend/cuda/execution/ConvCutlassExecution.cu
index bb6a125c4..7bae0de2c 100644
--- a/source/backend/cuda/execution/ConvCutlassExecution.cu
+++ b/source/backend/cuda/execution/ConvCutlassExecution.cu
@@ -88,7 +88,7 @@ ConvCutlassExecution::Resource::Resource(Backend* bn, const MNN::Op* op) {
 ConvCutlassExecution::Resource::~Resource() {
     // Do nothing
 }
-ConvCutlassExecution::ConvCutlassExecution(Backend* backend, const MNN::Op* op, std::shared_ptr<Resource> res) : CutlassCommonExecution(backend) {
+ConvCutlassExecution::ConvCutlassExecution(Backend* backend, const MNN::Op* op, std::shared_ptr<Resource> res) : CutlassConvCommonExecution(backend) {
     mOp = op;
     mResource = res;
     auto runtime = static_cast<CUDABackend*>(backend)->getCUDARuntime();
diff --git a/source/backend/cuda/execution/ConvCutlassExecution.hpp b/source/backend/cuda/execution/ConvCutlassExecution.hpp
index 23962b9db..1c1bd8684 100644
--- a/source/backend/cuda/execution/ConvCutlassExecution.hpp
+++ b/source/backend/cuda/execution/ConvCutlassExecution.hpp
@@ -13,12 +13,12 @@
 #include "CutlassGemmParam.hpp"
 #include "MNNCUDADefine.hpp"
 #include "MNNCUDAFunction.cuh"
-#include "cutlass/CutlassCommonExecution.hpp"
+#include "cutlass/CutlassConvCommonExecution.hpp"
 
 namespace MNN {
 namespace CUDA {
 
-class ConvCutlassExecution : public CutlassCommonExecution {
+class ConvCutlassExecution : public CutlassConvCommonExecution {
 public:
     struct Resource {
         Resource(Backend* bn, const MNN::Op* op);
diff --git a/source/backend/cuda/execution/DeconvBaseKernel.cu b/source/backend/cuda/execution/DeconvBaseKernel.cu
new file mode 100644
index 000000000..7d68e613f
--- /dev/null
+++ b/source/backend/cuda/execution/DeconvBaseKernel.cu
@@ -0,0 +1,156 @@
+//
+//  DeconvBaseKernel.cu
+//  MNN
+//
+//  Created by MNN on 2023/04/24.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+ 
+#include "DeconvBaseKernel.cuh"
+#include "MNNCUDAFunction.cuh"
+#include "MNNCUDADefine.hpp"
+ 
+namespace MNN {
+namespace CUDA {
+ 
+template<typename T0, typename T1>
+__global__ void DeconvKernelReorder(const T0* B, T1* BP, int kw, int kh, int ic, int oc, int icPack) {
+    int kernelCount = kw * kh;
+    int e = oc * kernelCount;
+    int l = ic;
+    int lAlign = icPack;
+
+    int maxCount = e * lAlign;
+    // l * e  --> e * lp
+    for (size_t index = blockIdx.x * blockDim.x + threadIdx.x; index < maxCount; index += blockDim.x * gridDim.x) {
+        int lp_idx = index % lAlign;
+        int e_idx = index / lAlign;
+
+        if(lp_idx >= l) {
+            BP[index] = (T1)0.0f;
+            continue;
+        }
+        BP[index] = (T1)(B[lp_idx * e + e_idx]);
+    }
+}
+
+template <typename Stype, typename Dtype>
+__global__ void Col2Im(const int n, const Stype* data_col,
+    const int batch, const int height, const int width, const int channels,
+    const int kernel_h, const int kernel_w,
+    const int pad_h, const int pad_w,
+    const int stride_h, const int stride_w,
+    const int dilation_h, const int dilation_w,
+    const int height_col, const int width_col,
+    const Dtype* bias, Dtype* data_im
+) {
+    const int channel_pack = ((channels+7) / 8) * 8;
+
+    for (size_t index = blockIdx.x * blockDim.x + threadIdx.x; index < (n); index += blockDim.x * gridDim.x) {
+        Dtype val = 0;        
+        const int c_p = index % channel_pack;
+        const int idx_tmp = index / channel_pack;
+        const int b_im = idx_tmp / (width * height);
+        const int hw = idx_tmp % (width * height);
+        const int c_im = c_p;
+        const int w_im = hw % width + pad_w;
+        const int h_im = hw / width + pad_h;
+
+        if(c_im >= channels) {
+            data_im[index] = val;
+            break;
+        }
+        if(nullptr != bias) {
+            val += (Dtype)bias[c_im];
+        }
+        int kernel_extent_w = (kernel_w - 1) * dilation_w + 1;
+        int kernel_extent_h = (kernel_h - 1) * dilation_h + 1;
+        // compute the start and end of the output
+        const int w_col_start =
+            (w_im < kernel_extent_w) ? 0 : (w_im - kernel_extent_w) / stride_w + 1;
+        const int w_col_end = min(w_im / stride_w + 1, width_col);
+        const int h_col_start =
+            (h_im < kernel_extent_h) ? 0 : (h_im - kernel_extent_h) / stride_h + 1;
+        const int h_col_end = min(h_im / stride_h + 1, height_col);
+        // TODO: use LCM of stride and dilation to avoid unnecessary loops
+        for (int h_col = h_col_start; h_col < h_col_end; h_col += 1) {
+            for (int w_col = w_col_start; w_col < w_col_end; w_col += 1) {
+                int h_k = (h_im - h_col * stride_h);
+                int w_k = (w_im - w_col * stride_w);
+                if (h_k % dilation_h == 0 && w_k % dilation_w == 0) {
+                    h_k /= dilation_h;
+                    w_k /= dilation_w;
+
+                    const int data_col_index = ((((c_im * kernel_h + h_k) * kernel_w + w_k) * batch + b_im) *
+                                            height_col + h_col) * width_col + w_col;
+                    val += (Dtype)data_col[data_col_index];
+                }
+            }
+        }
+        data_im[index] = val;
+    }
+}
+
+void callWeightReorder(const void* input, void* output, const KernelInfo kernel_info, const int icPack, const int precision, CUDARuntime* runtime) {
+    auto& prop = runtime->prop();
+    int cores = prop.multiProcessorCount;
+    int threadNumbers = prop.maxThreadsPerBlock;
+ 
+    if(precision == 1) {
+        DeconvKernelReorder<<<cores, threadNumbers>>>((const float*)input, (float*)output,
+            kernel_info.kernelX, kernel_info.kernelY, kernel_info.kernelC, kernel_info.kernelN, icPack);
+        checkKernelErrors;
+    } else if(precision == 0) {
+        DeconvKernelReorder<<<cores, threadNumbers>>>((const float*)input, (half*)output,
+            kernel_info.kernelX, kernel_info.kernelY, kernel_info.kernelC, kernel_info.kernelN, icPack);
+        checkKernelErrors;
+    } else {
+        DeconvKernelReorder<<<cores, threadNumbers>>>((const half*)input, (half*)output,
+            kernel_info.kernelX, kernel_info.kernelY, kernel_info.kernelC, kernel_info.kernelN, icPack);
+        checkKernelErrors;
+    }
+}
+ 
+void callCol2ImFunc(const void* input, const void* bias, void* output, const Col2ImParameter* col2im_param, const int precision, CUDARuntime* runtime) {
+    // Do Col2Im trans
+    int height_col = col2im_param->ih;
+    int width_col = col2im_param->iw;
+    int num_kernels = col2im_param->ob * UP_DIV(col2im_param->oc, 8) * col2im_param->oh * col2im_param->ow * 8;
+
+    int col2im_block_num = runtime->blocks_num(num_kernels);
+    int col2im_thread_num = runtime->threads_num();
+
+    // printf("col2im:%d, %d-%d-%d-%d-%d-%d\n %d-%d-%d-%d-%d-%d\n %d-%d\n", col2im_param->ob, col2im_param->oh, col2im_param->ow, col2im_param->oc, \
+    //     col2im_param->ih, col2im_param->iw, col2im_param->ic, \
+    //     col2im_param->padX, col2im_param->padY, col2im_param->kernelX, col2im_param->kernelY, col2im_param->strideX, col2im_param->strideY, \
+    //     col2im_block_num, col2im_thread_num);
+    
+    if(precision == 1) {
+        Col2Im<<<col2im_block_num, col2im_thread_num>>>(
+            num_kernels, (const float*)input, col2im_param->ob, col2im_param->oh, col2im_param->ow, col2im_param->oc, 
+            col2im_param->kernelY, col2im_param->kernelX, col2im_param->padY, col2im_param->padX, 
+            col2im_param->strideY, col2im_param->strideX, col2im_param->dilateY, col2im_param->dilateX,
+            height_col, width_col, (const float*)bias, (float *)output);
+        checkKernelErrors;
+    } else if(precision == 0) {
+        Col2Im<<<col2im_block_num, col2im_thread_num>>>(
+            num_kernels, (const half*)input, col2im_param->ob, col2im_param->oh, col2im_param->ow, col2im_param->oc, 
+            col2im_param->kernelY, col2im_param->kernelX, col2im_param->padY, col2im_param->padX, 
+            col2im_param->strideY, col2im_param->strideX, col2im_param->dilateY, col2im_param->dilateX,
+            height_col, width_col, (const float*)bias, (float *)output);
+        checkKernelErrors;
+    } else {
+        Col2Im<<<col2im_block_num, col2im_thread_num>>>(
+            num_kernels, (const half*)input, col2im_param->ob, col2im_param->oh, col2im_param->ow, col2im_param->oc, 
+            col2im_param->kernelY, col2im_param->kernelX, col2im_param->padY, col2im_param->padX, 
+            col2im_param->strideY, col2im_param->strideX, col2im_param->dilateY, col2im_param->dilateX,
+            height_col, width_col, (const half*)bias, (half *)output);
+        checkKernelErrors;
+    }
+
+}
+ 
+ 
+ 
+} //namespace CUDA
+} //namespace MNN
\ No newline at end of file
diff --git a/source/backend/cuda/execution/DeconvBaseKernel.cuh b/source/backend/cuda/execution/DeconvBaseKernel.cuh
new file mode 100644
index 000000000..c898a40bc
--- /dev/null
+++ b/source/backend/cuda/execution/DeconvBaseKernel.cuh
@@ -0,0 +1,24 @@
+//
+//  DeconvBaseKernel.cuh
+//  MNN
+//
+//  Created by MNN on 2023/04/24.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+ 
+#ifndef DECONV_BASE_KERNEL_CUH
+#define DECONV_BASE_KERNEL_CUH
+ 
+#include "core/Execution.hpp"
+#include "backend/cuda/core/CUDABackend.hpp"
+#include "DeconvSingleInputExecution.hpp"
+
+namespace MNN {
+namespace CUDA {
+ 
+void callWeightReorder(const void* input, void* output, const KernelInfo kernel_info, const int icPack, const int precision, CUDARuntime* runtime);
+void callCol2ImFunc(const void* input, const void* bias, void* output, const Col2ImParameter* col2im_param, const int precision, CUDARuntime* runtime);
+ 
+} //namespace CUDA
+} //namespace MNN
+#endif
\ No newline at end of file
diff --git a/source/backend/cuda/execution/DeconvSingleInputExecution.cu b/source/backend/cuda/execution/DeconvSingleInputExecution.cu
index 40d654a16..92a5f7d0f 100644
--- a/source/backend/cuda/execution/DeconvSingleInputExecution.cu
+++ b/source/backend/cuda/execution/DeconvSingleInputExecution.cu
@@ -7,90 +7,13 @@
 //
 
 #include "DeconvSingleInputExecution.hpp"
+#include "MultiInputDeconvExecution.hpp"
 #include "ConvBaseKernel.cuh"
+#include "DeconvBaseKernel.cuh"
 
 namespace MNN {
 namespace CUDA {
 
-template<typename T>
-__global__ void DeconvKernelReorder(const float* B, T* BP, int kw, int kh, int ic, int oc, int icPack) {
-    int kernelCount = kw * kh;
-    int e = oc * kernelCount;
-    int l = ic;
-    int lAlign = icPack;
-
-    int maxCount = e * lAlign;
-    // l * e  --> e * lp
-    for (size_t index = blockIdx.x * blockDim.x + threadIdx.x; index < maxCount; index += blockDim.x * gridDim.x) {
-        int lp_idx = index % lAlign;
-        int e_idx = index / lAlign;
-
-        if(lp_idx >= l) {
-            BP[index] = (T)0.0f;
-            continue;
-        }
-        BP[index] = (T)(B[lp_idx * e + e_idx]);
-    }
-}
-
-template <typename Dtype>
-__global__ void Col2Im(const int n, const Dtype* data_col,
-    const int batch, const int height, const int width, const int channels,
-    const int kernel_h, const int kernel_w,
-    const int pad_h, const int pad_w,
-    const int stride_h, const int stride_w,
-    const int dilation_h, const int dilation_w,
-    const int height_col, const int width_col,
-    const float* bias, Dtype* data_im
-) {
-    const int channel_pack = ((channels+7) / 8) * 8;
-
-    for (size_t index = blockIdx.x * blockDim.x + threadIdx.x; index < (n); index += blockDim.x * gridDim.x) {
-        Dtype val = 0;        
-        const int c_p = index % channel_pack;
-        const int idx_tmp = index / channel_pack;
-        const int b_im = idx_tmp / (width * height);
-        const int hw = idx_tmp % (width * height);
-        const int c_im = c_p;
-        const int w_im = hw % width + pad_w;
-        const int h_im = hw / width + pad_h;
-
-        if(c_im >= channels) {
-            data_im[index] = val;
-            break;
-        }
-        if(nullptr != bias) {
-            val += (Dtype)bias[c_im];
-        }
-        int kernel_extent_w = (kernel_w - 1) * dilation_w + 1;
-        int kernel_extent_h = (kernel_h - 1) * dilation_h + 1;
-        // compute the start and end of the output
-        const int w_col_start =
-            (w_im < kernel_extent_w) ? 0 : (w_im - kernel_extent_w) / stride_w + 1;
-        const int w_col_end = min(w_im / stride_w + 1, width_col);
-        const int h_col_start =
-            (h_im < kernel_extent_h) ? 0 : (h_im - kernel_extent_h) / stride_h + 1;
-        const int h_col_end = min(h_im / stride_h + 1, height_col);
-        // TODO: use LCM of stride and dilation to avoid unnecessary loops
-        for (int h_col = h_col_start; h_col < h_col_end; h_col += 1) {
-            for (int w_col = w_col_start; w_col < w_col_end; w_col += 1) {
-                int h_k = (h_im - h_col * stride_h);
-                int w_k = (w_im - w_col * stride_w);
-                if (h_k % dilation_h == 0 && w_k % dilation_w == 0) {
-                    h_k /= dilation_h;
-                    w_k /= dilation_w;
-
-                    const int data_col_index = ((((c_im * kernel_h + h_k) * kernel_w + w_k) * batch + b_im) *
-                                            height_col + h_col) * width_col + w_col;
-                    val += data_col[data_col_index];
-                }
-            }
-        }
-        data_im[index] = val;
-    }
-}
-
-
 DeconvSingleInputExecution::Resource::Resource(Backend* bn, const MNN::Op* op) {
     mBackend = bn;
     auto runtime = static_cast<CUDABackend*>(bn)->getCUDARuntime();
@@ -135,38 +58,43 @@ DeconvSingleInputExecution::Resource::Resource(Backend* bn, const MNN::Op* op) {
     bn->onAcquireBuffer(weightTensor.get(), Backend::STATIC);
     mFilter = (void *)weightTensor.get()->buffer().device;    
     
-    auto& prop = runtime->prop();
-    int cores = prop.multiProcessorCount;
-    int threadNumbers = prop.maxThreadsPerBlock;
-    if(static_cast<CUDABackend*>(bn)->getPrecision() == 1) {
-        DeconvKernelReorder<<<cores, threadNumbers>>>((float*)cacheWeight, (float*)mFilter,
-            mKernelInfo.kernelX, mKernelInfo.kernelY, mKernelInfo.kernelC, mKernelInfo.kernelN, param.elhPad[1]);
-        checkKernelErrors;
-    } else {
-        DeconvKernelReorder<<<cores, threadNumbers>>>((float*)cacheWeight, (half*)mFilter,
-            mKernelInfo.kernelX, mKernelInfo.kernelY, mKernelInfo.kernelC, mKernelInfo.kernelN, param.elhPad[1]);
-        checkKernelErrors;
-    }
+    callWeightReorder((const void *)cacheWeight, (void *)mFilter, mKernelInfo, param.elhPad[1], (int)(static_cast<CUDABackend*>(bn)->getPrecision() == 1), runtime);
+
     static_cast<CUDABackend*>(bn)->getStaticBufferPool()->free(tempCacheBuffer);
 
     // Copy Bias
     int biasSize = conv->bias()->size();
-    biasTensor.reset(Tensor::createDevice<float>({biasSize}));
-    bn->onAcquireBuffer(biasTensor.get(), Backend::STATIC);
-    mBias = (void *)biasTensor.get()->buffer().device;
-    cuda_check(cudaMemcpy(mBias, conv->bias()->data(), conv->bias()->size()*sizeof(float), cudaMemcpyHostToDevice));
-    
+    if(static_cast<CUDABackend*>(bn)->getPrecision() == 2) {
+        // Pack for flaoot22half2 memory protect
+        int biasPackSize = UP_DIV(biasSize, PACK_NUMBER) * PACK_NUMBER;
+
+        biasTensor.reset(Tensor::createDevice<float>({biasPackSize}));
+        bn->onAcquireBuffer(biasTensor.get(), Backend::STATIC);
+        mBias = (void *)biasTensor.get()->buffer().device;
+
+        auto tempBiasBuffer = static_cast<CUDABackend*>(bn)->getStaticBufferPool()->alloc(biasPackSize * sizeof(float));
+        float* cacheBias = (float*)((uint8_t*)tempBiasBuffer.first + tempBiasBuffer.second);
+        cuda_check(cudaMemcpy(cacheBias, conv->bias()->data(), conv->bias()->size()*sizeof(float), cudaMemcpyHostToDevice));
+
+        callFloat2Half((const void*)cacheBias, (void*)mBias, biasPackSize, runtime);
+    } else {
+        biasTensor.reset(Tensor::createDevice<float>({biasSize}));
+        bn->onAcquireBuffer(biasTensor.get(), Backend::STATIC);
+        mBias = (void *)biasTensor.get()->buffer().device;
+        cuda_check(cudaMemcpy(mBias, conv->bias()->data(), conv->bias()->size()*sizeof(float), cudaMemcpyHostToDevice));
+    }
 }
 
 DeconvSingleInputExecution::Resource::~Resource() {
     // Do nothing
 }
-DeconvSingleInputExecution::DeconvSingleInputExecution(Backend* backend, const MNN::Op* op, std::shared_ptr<Resource> res) : Execution(backend), mOp(op) {
+DeconvSingleInputExecution::DeconvSingleInputExecution(Backend* backend, const MNN::Op* op, std::shared_ptr<Resource> res) : CutlassDeconvCommonExecution(backend) {
     mResource = res;
-    int precisonLevel = static_cast<CUDABackend*>(backend)->getPrecision();
-    mFp16Infer = (precisonLevel == 2);
-    mFp32Infer = (precisonLevel == 1);
-    mFp16Fp32MixInfer = (precisonLevel == 0);
+    mOp = op;
+    mPrecisonLevel = static_cast<CUDABackend*>(backend)->getPrecision();
+    mFp16Infer = (mPrecisonLevel == 2);
+    mFp32Infer = (mPrecisonLevel == 1);
+    mFp16Fp32MixInfer = (mPrecisonLevel == 0);
 }
 
 DeconvSingleInputExecution::~DeconvSingleInputExecution() {
@@ -251,419 +179,29 @@ ErrorCode DeconvSingleInputExecution::onResize(const std::vector<Tensor*> &input
     mZeroPtr = (void *)mZeroTensor.get()->buffer().device;
     cuda_check(cudaMemset(mZeroPtr, 0, mGemmInfo.elhPad[2]*bytes));
 
-    ElementComputeEpilogue alpha = ElementComputeEpilogue(1);
-    ElementComputeEpilogue beta = ElementComputeEpilogue(0);
-
-    // Split K dimension into 1 partitions
-    int split_k_slices = 1;
-    cutlass::gemm::GemmCoord problem_size(mGemmInfo.elh[0], mGemmInfo.elh[2], mGemmInfo.elhPad[1]);// m n k
-
-    if(mFp32Infer) {
-        if(mActivationType == 1) {
-            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
-            // instantiated CUTLASS kernel
-            typename GemmCuda_F32_F32_Relu_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                            {(ElementInput_F32 *)mResource->mFilter, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                            {(ElementInput_F32 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                            {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                            {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                            {alpha, beta},          // <- tuple of alpha and beta
-                                            split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmCuda_F32_F32_Relu_AlignCuda::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            // Check the problem size is supported or not 
-            cutlass::Status status = mGemmCudaF32F32Relu.can_implement(arguments);
-            cutlass_check(status);
-
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmCudaF32F32Relu.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-    
-        } else if(mActivationType == 2) {
-            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
-            // instantiated CUTLASS kernel
-            typename GemmCuda_F32_F32_Relu6_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                {(ElementInput_F32 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                {(ElementInput_F32 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                {alpha, beta},          // <- tuple of alpha and beta
-                                                split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmCuda_F32_F32_Relu6_AlignCuda::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            // Check the problem size is supported or not 
-            cutlass::Status status = mGemmCudaF32F32Relu6.can_implement(arguments);
-            cutlass_check(status);
-
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmCudaF32F32Relu6.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-    
-        } else {
-
-            typename GemmCuda_F32_F32_Linear_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                {(ElementInput_F32 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                {(ElementInput_F32 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                {alpha, beta},          // <- tuple of alpha and beta
-                                                split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmCuda_F32_F32_Linear_AlignCuda::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            cutlass::Status status = mGemmCudaF32F32Ln.can_implement(arguments);
-            cutlass_check(status);
 
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmCudaF32F32Ln.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-        }
-        return NO_ERROR;
-    }
-    //MNN_PRINT("Conv Gemm mnk:%d-%d-%d\n", mGemmInfo.elh[0], mGemmInfo.elhPad[2], mGemmInfo.elhPad[1]);
+    mFilterAddr = mResource->mFilter;
+    mBiasAddr   = mResource->mBias;
+    mBackendPtr = mResource->mBackend;
+ 
+    // Call from different function
+    if(mFp32Infer){
+        return callCutlassGemmCudaCoreFloat32(inputs, outputs);
+    } 
+ 
     mGpuComputeCap = runtime->compute_capability();
-
+    //MNN_PRINT("Gpu smArch is sm_%d\n", mGpuComputeCap);
     if(mGpuComputeCap < 75) {
-        if(mActivationType == 1) {
-            if(mFp16Infer) {
-                // Create a tuple of gemm fp16 + relu kernel arguments. This is later passed as arguments to launch
-                // instantiated CUTLASS kernel
-                typename GemmCuda_F16_F16_Relu_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                    {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                    {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                    {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                    {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                    {alpha, beta},          // <- tuple of alpha and beta
-                                                    split_k_slices};        // <- k-dimension split factor
-                size_t workspace_size = GemmCuda_F16_F16_Relu_AlignCuda::get_workspace_size(arguments);
-    
-                if(workspace_size != 0) {
-                    workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                    mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                    mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-                }
-    
-                // Check the problem size is supported or not 
-                cutlass::Status status = mGemmCudaF16F16Relu.can_implement(arguments);
-                cutlass_check(status);
-            
-                // Initialize CUTLASS kernel with arguments and workspace pointer
-                status = mGemmCudaF16F16Relu.initialize(arguments, (uint8_t *)mWorkspace);
-                cutlass_check(status);
-            } else {
-                // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
-                // instantiated CUTLASS kernel
-                typename GemmCuda_F16_F32_Relu_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                {alpha, beta},          // <- tuple of alpha and beta
-                                                split_k_slices};        // <- k-dimension split factor
-                size_t workspace_size = GemmCuda_F16_F32_Relu_AlignCuda::get_workspace_size(arguments);
-    
-                if(workspace_size != 0) {
-                    workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                    mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                    mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-                }
-    
-                // Check the problem size is supported or not 
-                cutlass::Status status = mGemmCudaF16F32Relu.can_implement(arguments);
-                cutlass_check(status);
-    
-                // Initialize CUTLASS kernel with arguments and workspace pointer
-                status = mGemmCudaF16F32Relu.initialize(arguments, (uint8_t *)mWorkspace);
-                cutlass_check(status);
-            }
-    
-        } else if(mActivationType == 2) {
-    
-            if(mFp16Infer) {
-                // Create a tuple of gemm fp16 + relu6 kernel arguments. This is later passed as arguments to launch
-                // instantiated CUTLASS kernel
-                typename GemmCuda_F16_F16_Relu6_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                {alpha, beta},          // <- tuple of alpha and beta
-                                                split_k_slices};        // <- k-dimension split factor
-                size_t workspace_size = GemmCuda_F16_F16_Relu6_AlignCuda::get_workspace_size(arguments);
-    
-                if(workspace_size != 0) {
-                    workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                    mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                    mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-                }
-    
-                // Check the problem size is supported or not 
-                cutlass::Status status = mGemmCudaF16F16Relu6.can_implement(arguments);
-                cutlass_check(status);
-            
-                // Initialize CUTLASS kernel with arguments and workspace pointer
-                status = mGemmCudaF16F16Relu6.initialize(arguments, (uint8_t *)mWorkspace);
-                cutlass_check(status);
-            } else {
-                // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
-                // instantiated CUTLASS kernel
-                typename GemmCuda_F16_F32_Relu6_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                    {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                    {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                    {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                    {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                    {alpha, beta},          // <- tuple of alpha and beta
-                                                    split_k_slices};        // <- k-dimension split factor
-                size_t workspace_size = GemmCuda_F16_F32_Relu6_AlignCuda::get_workspace_size(arguments);
-    
-                if(workspace_size != 0) {
-                    workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                    mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                    mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-                }
-    
-                // Check the problem size is supported or not 
-                cutlass::Status status = mGemmCudaF16F32Relu6.can_implement(arguments);
-                cutlass_check(status);
-    
-                // Initialize CUTLASS kernel with arguments and workspace pointer
-                status = mGemmCudaF16F32Relu6.initialize(arguments, (uint8_t *)mWorkspace);
-                cutlass_check(status);
-            }
-    
-        } else {
-        
-            if(mFp16Infer) {
-                typename GemmCuda_F16_F16_Linear_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                            {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                            {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                            {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                            {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                            {alpha, beta},          // <- tuple of alpha and beta
-                                            split_k_slices};        // <- k-dimension split factor
-                size_t workspace_size = GemmCuda_F16_F16_Linear_AlignCuda::get_workspace_size(arguments);
-    
-                if(workspace_size != 0) {
-                    workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                    mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                    mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-                }
-
-                cutlass::Status status = mGemmCudaF16F16Ln.can_implement(arguments);
-                cutlass_check(status);
-    
-                // Initialize CUTLASS kernel with arguments and workspace pointer
-                status = mGemmCudaF16F16Ln.initialize(arguments, (uint8_t *)mWorkspace);
-                cutlass_check(status);
-            } else {
-                typename GemmCuda_F16_F32_Linear_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                    {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                    {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                    {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                    {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                    {alpha, beta},          // <- tuple of alpha and beta
-                                                    split_k_slices};        // <- k-dimension split factor
-                size_t workspace_size = GemmCuda_F16_F32_Linear_AlignCuda::get_workspace_size(arguments);
-    
-                if(workspace_size != 0) {
-                    workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                    mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                    mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-                }
-    
-                cutlass::Status status = mGemmCudaF16F32Ln.can_implement(arguments);
-                cutlass_check(status);
-    
-                // Initialize CUTLASS kernel with arguments and workspace pointer
-                status = mGemmCudaF16F32Ln.initialize(arguments, (uint8_t *)mWorkspace);
-                cutlass_check(status);
-            }
-        }
-    
-        return NO_ERROR;
+        return callCutlassGemmCudaCoreFloat16(inputs, outputs);
     }
+    return callCutlassGemmTensorCore(inputs, outputs);
 
-    if(mActivationType == 1) {
-        if(mFp16Infer) {
-            // Create a tuple of gemm fp16 + relu kernel arguments. This is later passed as arguments to launch
-            // instantiated CUTLASS kernel
-            typename GemmTensor_F16_F16_Relu_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                {alpha, beta},          // <- tuple of alpha and beta
-                                                split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmTensor_F16_F16_Relu_AlignCuda_Sm75::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            // Check the problem size is supported or not 
-            cutlass::Status status = mGemmF16F16ReluSm75.can_implement(arguments);
-            cutlass_check(status);
-        
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmF16F16ReluSm75.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-        } else {
-            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
-            // instantiated CUTLASS kernel
-            typename GemmTensor_F16_F32_Relu_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                            {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                            {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                            {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                            {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                            {alpha, beta},          // <- tuple of alpha and beta
-                                            split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmTensor_F16_F32_Relu_AlignCuda_Sm75::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            // Check the problem size is supported or not 
-            cutlass::Status status = mGemmF16F32ReluSm75.can_implement(arguments);
-            cutlass_check(status);
-
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmF16F32ReluSm75.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-        }
-
-    } else if(mActivationType == 2) {
-
-        if(mFp16Infer) {
-            // Create a tuple of gemm fp16 + relu6 kernel arguments. This is later passed as arguments to launch
-            // instantiated CUTLASS kernel
-            typename GemmTensor_F16_F16_Relu6_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                            {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                            {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                            {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                            {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                            {alpha, beta},          // <- tuple of alpha and beta
-                                            split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmTensor_F16_F16_Relu6_AlignCuda_Sm75::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            // Check the problem size is supported or not 
-            cutlass::Status status = mGemmF16F16Relu6Sm75.can_implement(arguments);
-            cutlass_check(status);
-        
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmF16F16Relu6Sm75.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-        } else {
-            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
-            // instantiated CUTLASS kernel
-            typename GemmTensor_F16_F32_Relu6_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                {alpha, beta},          // <- tuple of alpha and beta
-                                                split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmTensor_F16_F32_Relu6_AlignCuda_Sm75::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            // Check the problem size is supported or not 
-            cutlass::Status status = mGemmF16F32Relu6Sm75.can_implement(arguments);
-            cutlass_check(status);
-
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmF16F32Relu6Sm75.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-        }
-
-    } else {
-    
-        if(mFp16Infer) {
-            typename GemmTensor_F16_F16_Linear_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                        {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                        {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                        {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                        {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                        {alpha, beta},          // <- tuple of alpha and beta
-                                        split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmTensor_F16_F16_Linear_AlignCuda_Sm75::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            cutlass::Status status = mGemmF16F16LnSm75.can_implement(arguments);
-            cutlass_check(status);
-
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmF16F16LnSm75.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-        } else {
-            typename GemmTensor_F16_F32_Linear_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
-                                                {(ElementInput_F16 *)mResource->mFilter, mGemmInfo.elhPad[1]},  // Ptr + ldm
-                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
-                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
-                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
-                                                {alpha, beta},          // <- tuple of alpha and beta
-                                                split_k_slices};        // <- k-dimension split factor
-            size_t workspace_size = GemmTensor_F16_F32_Linear_AlignCuda_Sm75::get_workspace_size(arguments);
-
-            if(workspace_size != 0) {
-                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
-                mResource->mBackend->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
-                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
-            }
-
-            cutlass::Status status = mGemmF16F32LnSm75.can_implement(arguments);
-            cutlass_check(status);
-
-            // Initialize CUTLASS kernel with arguments and workspace pointer
-            status = mGemmF16F32LnSm75.initialize(arguments, (uint8_t *)mWorkspace);
-            cutlass_check(status);
-        }
-    }
-
-    return NO_ERROR;
 }
 
 ErrorCode DeconvSingleInputExecution::onExecute(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
     //MNN_PRINT("cuda convSingleInput onExecute in, inputsize:%d %d\n", (int)inputs.size(), workspace_size_);
     MNN_ASSERT(inputs.size() == 1);
     MNN_ASSERT(outputs.size() == 1);
-    auto bytes = static_cast<CUDABackend*>(backend())->getBytes(inputs[0]);
 
     auto runtime = static_cast<CUDABackend*>(backend())->getCUDARuntime();
     const void *input_addr = (const void*)inputs[0]->deviceId();
@@ -672,107 +210,20 @@ ErrorCode DeconvSingleInputExecution::onExecute(const std::vector<Tensor*> &inpu
     void *output_addr = (void*)outputs[0]->deviceId();
 
     // Do input Rerange Pack
-    {
-        if(mFp16Fp32MixInfer) {
-            size_t maxCount = mGemmInfo.elhPad[1] * mGemmInfo.elh[2];
-            callFloat2Half((const void*)input_addr, (void*)mInputBuffer, maxCount, runtime);
-        } 
-    }
-
-    // Do Gemm Compute
-    if(mFp32Infer) {
-        if(mActivationType == 1) {
-            cutlass::Status status = mGemmCudaF32F32Relu();
-            cutlass_check(status);
-        } else if(mActivationType == 2) {
-            cutlass::Status status = mGemmCudaF32F32Relu6();
-            cutlass_check(status);
-        } else {
-            cutlass::Status status = mGemmCudaF32F32Ln();
-            cutlass_check(status);
-        }
-    } else {
-        if(mGpuComputeCap < 75) {
-            if(mActivationType == 1) {
-                if(mFp16Fp32MixInfer) {
-                    cutlass::Status status = mGemmCudaF16F32Relu();
-                    cutlass_check(status);
-                } else {
-                    cutlass::Status status = mGemmCudaF16F16Relu();
-                    cutlass_check(status);
-                }
-            } else if(mActivationType == 2) {
-                if(mFp16Fp32MixInfer) {
-                    cutlass::Status status = mGemmCudaF16F32Relu6();
-                    cutlass_check(status);
-                } else {
-                    cutlass::Status status = mGemmCudaF16F16Relu6();
-                    cutlass_check(status);
-                }
-            } else {
-                if(mFp16Fp32MixInfer) {
-                    cutlass::Status status = mGemmCudaF16F32Ln();
-                    cutlass_check(status);
-                } else {
-                    cutlass::Status status = mGemmCudaF16F16Ln();
-                    cutlass_check(status);
-                }
-            }
-        } else {
-            if(mActivationType == 1) {
-                if(mFp16Fp32MixInfer) {
-                    cutlass::Status status = mGemmF16F32ReluSm75();
-                    cutlass_check(status);
-                } else {
-                    cutlass::Status status = mGemmF16F16ReluSm75();
-                    cutlass_check(status);
-                }
-            } else if(mActivationType == 2) {
-                if(mFp16Fp32MixInfer) {
-                    cutlass::Status status = mGemmF16F32Relu6Sm75();
-                    cutlass_check(status);
-                } else {
-                    cutlass::Status status = mGemmF16F16Relu6Sm75();
-                    cutlass_check(status);
-                }
-            } else {
-                if(mFp16Fp32MixInfer) {
-                    cutlass::Status status = mGemmF16F32LnSm75();
-                    cutlass_check(status);
-                } else {
-                    cutlass::Status status = mGemmF16F16LnSm75();
-                    cutlass_check(status);
-                }
-            }
-        }
-    }
-
-    // Do Col2Im trans
-    int height_col = mCol2ImParamter.ih;
-    int width_col = mCol2ImParamter.iw;
-    int num_kernels = mCol2ImParamter.ob * UP_DIV(mCol2ImParamter.oc, 8) * mCol2ImParamter.oh * mCol2ImParamter.ow * 8;
+    if(mFp16Fp32MixInfer) {
+        size_t maxCount = mGemmInfo.elhPad[1] * mGemmInfo.elh[2];
+        callFloat2Half((const void*)input_addr, (void*)mInputBuffer, maxCount, runtime);
+    } 
 
-    int col2im_block_num = runtime->blocks_num(num_kernels);
-    int col2im_thread_num = runtime->threads_num();
+    // Run cutlass gemm forward
+    runCutlassGemmFunc();
 
-    // printf("col2im:%d, %d-%d-%d-%d-%d-%d\n %d-%d-%d-%d-%d-%d\n %d-%d\n", mCol2ImParamter.ob, mCol2ImParamter.oh, mCol2ImParamter.ow, mCol2ImParamter.oc, \
-    //     mCol2ImParamter.ih, mCol2ImParamter.iw, mCol2ImParamter.ic, \
-    //     mCol2ImParamter.padX, mCol2ImParamter.padY, mCol2ImParamter.kernelX, mCol2ImParamter.kernelY, mCol2ImParamter.strideX, mCol2ImParamter.strideY, \
-    //     col2im_block_num, col2im_thread_num);
-    
-    if(mFp16Fp32MixInfer || mFp32Infer) {
-        Col2Im<float><<<col2im_block_num, col2im_thread_num>>>(
-            num_kernels, (const float*)mIm2ColBuffer, mCol2ImParamter.ob, mCol2ImParamter.oh, mCol2ImParamter.ow, mCol2ImParamter.oc, 
-            mCol2ImParamter.kernelY, mCol2ImParamter.kernelX, mCol2ImParamter.padY, mCol2ImParamter.padX, 
-            mCol2ImParamter.strideY, mCol2ImParamter.strideX, mCol2ImParamter.dilateY, mCol2ImParamter.dilateX,
-            height_col, width_col, (const float*)bias_addr, (float *)output_addr);
-    } else {
-        Col2Im<half><<<col2im_block_num, col2im_thread_num>>>(
-            num_kernels, (const half*)mIm2ColBuffer, mCol2ImParamter.ob, mCol2ImParamter.oh, mCol2ImParamter.ow, mCol2ImParamter.oc, 
-            mCol2ImParamter.kernelY, mCol2ImParamter.kernelX, mCol2ImParamter.padY, mCol2ImParamter.padX, 
-            mCol2ImParamter.strideY, mCol2ImParamter.strideX, mCol2ImParamter.dilateY, mCol2ImParamter.dilateX,
-            height_col, width_col, (const float*)bias_addr, (half *)output_addr);
+    // Run Col2Im
+    int convert_flag = mPrecisonLevel;
+    if(convert_flag == 0) {
+        convert_flag = 1;
     }
+    callCol2ImFunc((const void*)mIm2ColBuffer, (const void*)bias_addr, (void *)output_addr, &mCol2ImParamter, convert_flag, runtime);
 
     return NO_ERROR;
 }
@@ -789,9 +240,8 @@ public:
             }
         }
 
-        if(inputs.size() == 3) {
-            MNN_PRINT("Deconv inputs size:3 not support\n");
-            return nullptr;
+        if(inputs.size() == 2 || inputs.size() == 3) {
+            return new MultiInputDeconvExecution(op, backend);
         } else if(inputs.size() == 1) {
             std::shared_ptr<DeconvSingleInputExecution::Resource> resource(new DeconvSingleInputExecution::Resource(backend, op));
             return new DeconvSingleInputExecution(backend, op, resource);
diff --git a/source/backend/cuda/execution/DeconvSingleInputExecution.hpp b/source/backend/cuda/execution/DeconvSingleInputExecution.hpp
index fd834243a..ba5dd51e7 100644
--- a/source/backend/cuda/execution/DeconvSingleInputExecution.hpp
+++ b/source/backend/cuda/execution/DeconvSingleInputExecution.hpp
@@ -13,60 +13,12 @@
 #include "MNNCUDADefine.hpp"
 #include "CutlassGemmParam.hpp"
 #include "MNNCUDAFunction.cuh"
-
+#include "cutlass/CutlassDeconvCommonExecution.hpp"
 namespace MNN {
 namespace CUDA {
 
-struct IOInfo {
-    int ib, ic, ih, iw;
-    int ob, oc, oh, ow;
-};
-struct KernelInfo {
-    int groups         = 0;
-    int kernelN        = 0;
-    int kernelC        = 0;
-    int kernelX        = 0;
-    int kernelY        = 0;
-    int strideX        = 0;
-    int strideY        = 0;
-    int dilateX        = 0;
-    int dilateY        = 0;
-    int activationType = 0;
-};//
-
-struct Col2ImParameter {
-    int padX;
-    int padY;
-    int dilateX;
-    int dilateY;
-    int strideX;
-    int strideY;
-    int kernelX;
-    int kernelY;
-    int oc;
-    int ic;
-    int iw;
-    int ih;
-    int ow;
-    int oh;
-    int ob;
-};
-
-struct InputReorderParameter {
-    int ic_stride;
-    int ib_stride;
-    int oc_stride;
-    int ob_stride;
-    int hw_size;
-    int l_size;
-    int h_size;
-    int lpack_size;
-    int hpack_size;
-}; 
-
-
 extern "C"
-class DeconvSingleInputExecution : public Execution {
+class DeconvSingleInputExecution : public CutlassDeconvCommonExecution {
 public:
     struct Resource {
         Resource(Backend* bn, const MNN::Op* op);
@@ -86,43 +38,6 @@ class DeconvSingleInputExecution : public Execution {
 
 private:
     std::shared_ptr<Resource> mResource;
-    const Op* mOp = nullptr;
-    Col2ImParameter mCol2ImParamter;
-
-    CutlassGemmInfo mGemmInfo;
-    int mActivationType;
-    int mGpuComputeCap;
-    void* mIm2ColBuffer;
-    void* mInputBuffer;
-    std::shared_ptr<Tensor> workspaceTensor;
-    void* mWorkspace;
-    void* mZeroPtr;
-    std::shared_ptr<Tensor> mZeroTensor;
-
-    bool mFp16Infer = false;
-    bool mFp32Infer = false;
-    bool mFp16Fp32MixInfer = false;
-
-    GemmCuda_F16_F16_Linear_AlignCuda mGemmCudaF16F16Ln;
-    GemmCuda_F16_F32_Linear_AlignCuda mGemmCudaF16F32Ln;
-    GemmCuda_F32_F32_Linear_AlignCuda mGemmCudaF32F32Ln;
-
-    GemmCuda_F16_F16_Relu_AlignCuda mGemmCudaF16F16Relu;
-    GemmCuda_F16_F32_Relu_AlignCuda mGemmCudaF16F32Relu;
-    GemmCuda_F32_F32_Relu_AlignCuda mGemmCudaF32F32Relu;
-
-    GemmCuda_F16_F16_Relu6_AlignCuda mGemmCudaF16F16Relu6;
-    GemmCuda_F16_F32_Relu6_AlignCuda mGemmCudaF16F32Relu6;
-    GemmCuda_F32_F32_Relu6_AlignCuda mGemmCudaF32F32Relu6;
-
-    GemmTensor_F16_F16_Linear_AlignCuda_Sm75 mGemmF16F16LnSm75;
-    GemmTensor_F16_F32_Linear_AlignCuda_Sm75 mGemmF16F32LnSm75;
-
-    GemmTensor_F16_F16_Relu_AlignCuda_Sm75 mGemmF16F16ReluSm75;
-    GemmTensor_F16_F32_Relu_AlignCuda_Sm75 mGemmF16F32ReluSm75;
-
-    GemmTensor_F16_F16_Relu6_AlignCuda_Sm75 mGemmF16F16Relu6Sm75;
-    GemmTensor_F16_F32_Relu6_AlignCuda_Sm75 mGemmF16F32Relu6Sm75;
 };
 
 } // namespace CUDA
diff --git a/source/backend/cuda/execution/MatMulExecution.cu b/source/backend/cuda/execution/MatMulExecution.cu
index ac07560de..a128dc06e 100644
--- a/source/backend/cuda/execution/MatMulExecution.cu
+++ b/source/backend/cuda/execution/MatMulExecution.cu
@@ -690,32 +690,40 @@ ErrorCode MatMulExecution::onResize(const std::vector<Tensor *> &inputs, const s
     bool needBTranspose = (!mTransposeB && !hAlignment);
 
     mUseRRLayout = (!mTransposeB && hAlignment);
-    mNeedATempBuffer = (mTransposeA || !lAlignment);
-    mNeedBTempBuffer = (needBTranspose || !lAlignment);
+   
+    mNeedATempBuffer = (mTransposeA || !lAlignment) || mFp16Fp32MixInfer;
+    mNeedBTempBuffer = (needBTranspose || !lAlignment) || mFp16Fp32MixInfer;
     mNeedConvertMatAB = (mNeedATempBuffer || mNeedBTempBuffer);
 
     //MNN_PRINT("trAtrB:%d-%d, tmpAB:%d-%d inps:%d, bwlh:%d-%d-%d-%d\n", mTransposeA, mTransposeB, mNeedATempBuffer, mNeedBTempBuffer, inputs.size(), mBatch, mGemmInfo.elh[0], mGemmInfo.elh[1], mGemmInfo.elh[2]);
 
     auto pool = static_cast<CUDABackend*>(backend())->getBufferPool();
     std::pair<void*, size_t> bufferAData, bufferBData;
-    if(mNeedConvertMatAB) {
-        size_t convertBytes = 2;
-        if(mFp32Infer) {
-            convertBytes = 4;
-        }
+    size_t convertBytes = 2;
+    if(mFp32Infer) {
+        convertBytes = 4;
+    }
+    if(mNeedATempBuffer) {
         bufferAData = pool->alloc(convertBytes * mBatch * mAs * mGemmInfo.elh[0] * mGemmInfo.elhPad[1]);
         mTempMatA = (void*)((uint8_t*)bufferAData.first + bufferAData.second);
+    } else {
+        mTempMatA = (void *)A->deviceId();
+    }
 
+    if(mNeedBTempBuffer) {
         bufferBData = pool->alloc(convertBytes * mBatch * mBs * mGemmInfo.elh[2] * mGemmInfo.elhPad[1]);
         mTempMatB = (void*)((uint8_t*)bufferBData.first + bufferBData.second);
+    } else {
+        mTempMatB = (void *)B->deviceId();
+    }
 
+    if(bufferAData.first != nullptr) {
         pool->free(bufferAData);
+    }
+    if(bufferBData.first != nullptr) {
         pool->free(bufferBData);
-    } else {
-        mTempMatA = (void *)A->deviceId();
-        mTempMatB = (void *)B->deviceId();
     }
-    
+ 
     // inputSize only two, No need Bias, Fake address for mBiasPtr is ok because beta is zero.
     if(inputs.size() == 2) {
     	mBiasPtr = (void*)B->deviceId();
diff --git a/source/backend/cuda/execution/MultiInputConvExecution.cu b/source/backend/cuda/execution/MultiInputConvExecution.cu
index 5313ad87f..61f3d3dba 100644
--- a/source/backend/cuda/execution/MultiInputConvExecution.cu
+++ b/source/backend/cuda/execution/MultiInputConvExecution.cu
@@ -15,7 +15,7 @@
 namespace MNN {
 namespace CUDA {
 
-MultiInputConvExecution::MultiInputConvExecution(const MNN::Op* op, Backend* backend) : CutlassCommonExecution(backend) {
+MultiInputConvExecution::MultiInputConvExecution(const MNN::Op* op, Backend* backend) : CutlassConvCommonExecution(backend) {
     mOp = op;
     auto runtime = static_cast<CUDABackend*>(backend)->getCUDARuntime();
     mPrecisonLevel = static_cast<CUDABackend*>(backend)->getPrecision();
diff --git a/source/backend/cuda/execution/MultiInputConvExecution.hpp b/source/backend/cuda/execution/MultiInputConvExecution.hpp
index ca0f92852..f79df96e2 100644
--- a/source/backend/cuda/execution/MultiInputConvExecution.hpp
+++ b/source/backend/cuda/execution/MultiInputConvExecution.hpp
@@ -13,12 +13,12 @@
 #include "CutlassGemmParam.hpp"
 #include "MNNCUDADefine.hpp"
 #include "MNNCUDAFunction.cuh"
-#include "cutlass/CutlassCommonExecution.hpp"
+#include "cutlass/CutlassConvCommonExecution.hpp"
 
 namespace MNN {
 namespace CUDA {
 
-class MultiInputConvExecution : public CutlassCommonExecution {
+class MultiInputConvExecution : public CutlassConvCommonExecution {
 public:
     MultiInputConvExecution(const MNN::Op* op, Backend* backend);
     virtual ~MultiInputConvExecution();
diff --git a/source/backend/cuda/execution/MultiInputDeconvExecution.cu b/source/backend/cuda/execution/MultiInputDeconvExecution.cu
new file mode 100644
index 000000000..229c2235c
--- /dev/null
+++ b/source/backend/cuda/execution/MultiInputDeconvExecution.cu
@@ -0,0 +1,174 @@
+//
+//  MultiInputDeconvExecution.cpp
+//  MNN
+//
+//  Created by MNN on 2023/04/24.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#include "MultiInputDeconvExecution.hpp"
+#include "ConvBaseKernel.cuh"
+#include "DeconvBaseKernel.cuh"
+
+//#define DEBUG
+
+namespace MNN {
+namespace CUDA {
+
+MultiInputDeconvExecution::MultiInputDeconvExecution(const MNN::Op* op, Backend* backend) : CutlassDeconvCommonExecution(backend) {
+    mOp = op;
+    auto runtime = static_cast<CUDABackend*>(backend)->getCUDARuntime();
+    mPrecisonLevel = static_cast<CUDABackend*>(backend)->getPrecision();
+    mFp16Infer = (mPrecisonLevel == 2);
+    mFp32Infer = (mPrecisonLevel == 1);
+    mFp16Fp32MixInfer = (mPrecisonLevel == 0);
+}
+
+MultiInputDeconvExecution::~MultiInputDeconvExecution() {
+
+}
+
+
+ErrorCode MultiInputDeconvExecution::onResize(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+    auto runtime = static_cast<CUDABackend*>(backend())->getCUDARuntime();
+    auto input = inputs[0], output = outputs[0];
+    auto bytes = static_cast<CUDABackend*>(backend())->getBytes(inputs[0]);
+    auto convCommon = mOp->main_as_Convolution2D()->common();
+
+    // Col2Im Param
+    auto pad = ConvolutionCommon::convolutionTransposePad(input, output, mOp->main_as_Convolution2D()->common());
+    mCol2ImParamter.dilateX         = convCommon->dilateX();
+    mCol2ImParamter.dilateY         = convCommon->dilateY();
+    mCol2ImParamter.strideX         = convCommon->strideX();
+    mCol2ImParamter.strideY         = convCommon->strideY();
+    mCol2ImParamter.ic              = input->channel();
+    mCol2ImParamter.oc              = output->channel();
+    mCol2ImParamter.kernelX         = convCommon->kernelX();
+    mCol2ImParamter.kernelY         = convCommon->kernelY();
+    mCol2ImParamter.padX = pad.first;
+    mCol2ImParamter.padY = pad.second;
+
+    mCol2ImParamter.ih = input->height();
+    mCol2ImParamter.iw = input->width();
+    mCol2ImParamter.oh = output->height();
+    mCol2ImParamter.ow = output->width();
+    mCol2ImParamter.ob = output->batch();
+
+
+    mActivationType = convCommon->relu() ? 1 : convCommon->relu6() ? 2 : 0;
+
+
+    mKernelInfo.kernelX        = convCommon->kernelX();
+    mKernelInfo.kernelY        = convCommon->kernelY();
+    mKernelInfo.groups         = convCommon->group();
+    mKernelInfo.strideX        = convCommon->strideX();
+    mKernelInfo.strideY        = convCommon->strideY();
+    mKernelInfo.dilateX        = convCommon->dilateX();
+    mKernelInfo.dilateY        = convCommon->dilateY();
+    mKernelInfo.activationType = mActivationType;
+    mKernelInfo.kernelN        = output->channel();
+    mKernelInfo.kernelC        = input->channel();
+
+    // Matmul Param
+    int e = output->channel() * mKernelInfo.kernelX * mKernelInfo.kernelY;
+    int l = input->channel();
+    int h = input->height() * input->width() * output->batch();
+
+    mGemmInfo.elh[0] = e;
+    mGemmInfo.elh[1] = l;
+    mGemmInfo.elh[2] = h;
+    mGemmInfo.elhPad[0] = UP_DIV(e, PACK_NUMBER) * PACK_NUMBER;
+    mGemmInfo.elhPad[1] = UP_DIV(l, PACK_NUMBER) * PACK_NUMBER;
+    mGemmInfo.elhPad[2] = UP_DIV(h, PACK_NUMBER) * PACK_NUMBER;
+
+
+    // Alloc temp cuda memory
+    auto pool = static_cast<CUDABackend*>(backend())->getBufferPool();
+    std::pair<void*, size_t> buffer_input, buffer_im2col;
+    if(mFp16Fp32MixInfer) {
+        buffer_input = pool->alloc(sizeof(__half) * mGemmInfo.elhPad[1] * mGemmInfo.elh[2]);
+        mInputBuffer = (void*)((uint8_t*)buffer_input.first + buffer_input.second);
+    } else {
+        mInputBuffer = (void*)input->deviceId();
+    }
+    buffer_im2col = pool->alloc(bytes * mGemmInfo.elh[0] * mGemmInfo.elhPad[2]);
+    mIm2ColBuffer = (void*)((uint8_t*)buffer_im2col.first + buffer_im2col.second);
+
+    mNeedWeightFill = (mGemmInfo.elh[1] != mGemmInfo.elhPad[1]);
+    std::pair<void*, int> buffer_filter;
+    if(mNeedWeightFill) {
+        buffer_filter = pool->alloc(bytes * (size_t)mGemmInfo.elh[0] * (size_t)mGemmInfo.elhPad[1]);
+        mFilterAddr = (void*)((uint8_t*)buffer_filter.first + buffer_filter.second);
+    } else {
+        mFilterAddr = (void*)inputs[1]->deviceId();
+    }
+
+
+    if(mFp16Fp32MixInfer || mFp32Infer) {
+        mZeroTensor.reset(Tensor::createDevice<uint32_t>({mGemmInfo.elhPad[2]}));
+    } else {
+        mZeroTensor.reset(Tensor::createDevice<uint16_t>({mGemmInfo.elhPad[2]}));
+    }
+    static_cast<CUDABackend*>(backend())->onAcquireBuffer(mZeroTensor.get(), Backend::STATIC);
+
+    mZeroPtr = (void *)mZeroTensor.get()->buffer().device;
+    cuda_check(cudaMemset(mZeroPtr, 0, mGemmInfo.elhPad[2]*bytes));
+
+
+    // free for Reuse
+    if(mFp16Fp32MixInfer) {
+        pool->free(buffer_input);
+    }
+    pool->free(buffer_im2col);
+    if(mNeedWeightFill) {
+        pool->free(buffer_filter);
+    }
+ 
+    // Call from different function
+    if(mFp32Infer){
+        return callCutlassGemmCudaCoreFloat32(inputs, outputs);
+    } 
+ 
+    mGpuComputeCap = runtime->compute_capability();
+    //MNN_PRINT("Gpu smArch is sm_%d\n", mGpuComputeCap);
+    if(mGpuComputeCap < 75) {
+        return callCutlassGemmCudaCoreFloat16(inputs, outputs);
+    }
+    return callCutlassGemmTensorCore(inputs, outputs);
+}
+
+ErrorCode MultiInputDeconvExecution::onExecute(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+    auto runtime = static_cast<CUDABackend*>(backend())->getCUDARuntime();
+    const void *input_addr = (const void*)inputs[0]->deviceId();
+    void *output_addr = (void*)outputs[0]->deviceId();
+    if(inputs.size() > 2) {
+        mBiasAddr = (void*)inputs[2]->deviceId();
+    }
+    
+    // Do input convert
+    if(mFp16Fp32MixInfer) {
+        size_t maxCount = mGemmInfo.elhPad[1] * mGemmInfo.elh[2];
+        callFloat2Half((const void*)input_addr, (void*)mInputBuffer, maxCount, runtime);
+    }
+
+    // Do weight Reoreder
+    if(mNeedWeightFill) {
+        callWeightReorder((const void *)inputs[1]->deviceId(), (void *)mFilterAddr, mKernelInfo, mGemmInfo.elhPad[1], mPrecisonLevel, runtime);
+    }
+
+    // Run cutlass gemm forward
+    runCutlassGemmFunc();
+
+    // Run Col2Im
+    int convert_flag = mPrecisonLevel;
+    if(convert_flag == 0) {
+        convert_flag = 1;
+    }
+    callCol2ImFunc((const void*)mIm2ColBuffer, (const void*)mBiasAddr, (void *)output_addr, &mCol2ImParamter, convert_flag, runtime);
+    
+    return NO_ERROR;
+}
+
+
+}// namespace CUDA
+}// namespace MNN
\ No newline at end of file
diff --git a/source/backend/cuda/execution/MultiInputDeconvExecution.hpp b/source/backend/cuda/execution/MultiInputDeconvExecution.hpp
new file mode 100644
index 000000000..b3320af31
--- /dev/null
+++ b/source/backend/cuda/execution/MultiInputDeconvExecution.hpp
@@ -0,0 +1,36 @@
+//
+//  MultiInputDeconvExecution.hpp
+//  MNN
+//
+//  Created by MNN on 2023/04/24.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+#ifndef MultiInputDeconvExecution_hpp
+#define MultiInputDeconvExecution_hpp
+
+#include "backend/cuda/core/CUDABackend.hpp"
+#include "core/Execution.hpp"
+#include "cutlass/CutlassDeconvCommonExecution.hpp"
+#include "MNNCUDADefine.hpp"
+#include "MNNCUDAFunction.cuh"
+
+namespace MNN {
+namespace CUDA {
+
+class MultiInputDeconvExecution : public CutlassDeconvCommonExecution {
+public:
+    MultiInputDeconvExecution(const MNN::Op* op, Backend* backend);
+    virtual ~MultiInputDeconvExecution();
+    virtual ErrorCode onResize(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) override;
+    virtual ErrorCode onExecute(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) override;
+
+private:
+    bool mNeedWeightFill;
+    KernelInfo mKernelInfo;
+};
+
+
+} // namespace CUDA
+} // namespace MNN
+
+#endif /* MultiInputDeconvExecution */
\ No newline at end of file
diff --git a/source/backend/cuda/execution/Transpose.cu b/source/backend/cuda/execution/Transpose.cu
index cbfe8c0b1..1e522cefd 100644
--- a/source/backend/cuda/execution/Transpose.cu
+++ b/source/backend/cuda/execution/Transpose.cu
@@ -522,8 +522,8 @@ static void insideFormatConvert(T0* input, T1* output, MNN_DATA_FORMAT srcDataFo
 void FormatConvert(void* output, void* input, MNN_DATA_FORMAT srcDataFormat, MNN_DATA_FORMAT dstDataFormat, CUDARuntime* runtime, \
     const int area, const int batch, const int channel, const Tensor* srcTensor, bool isFp16, bool srcDevice, bool dstDevice) {
 
-    //MNN_PRINT("FormatConvert size batch:%d - plane:%d - channel:%d, %d-%d, %d-%d\n", batch, area, channel, srcDataFormat, dstDataFormat, srcDevice, dstDevice);
     if(batch == 0 || area == 0 || channel == 0) {
+        MNN_PRINT("Error: formatConvert size batch:%d - plane:%d - channel:%d, format:%d->%d, device:%d->%d\n", batch, area, channel, srcDataFormat, dstDataFormat, srcDevice, dstDevice);
         return;
     }
 
@@ -561,7 +561,7 @@ void FormatConvert(void* output, void* input, MNN_DATA_FORMAT srcDataFormat, MNN
             const int block_num = runtime->blocks_num(maxCount);
             const int block_size = runtime->threads_num();
             if(isFp16) {
-		C4NHW4_2_NHWC8<<<block_num, block_size>>>((float *)input, (half *)output, 
+		        C4NHW4_2_NHWC8<<<block_num, block_size>>>((float *)input, (half *)output, 
                     maxCount, batch, area, channel, UP_DIV(channel, 8) * 8);
                 checkKernelErrors;
             } else {
diff --git a/source/backend/cuda/execution/cutlass/CutlassCommonExecution.cu b/source/backend/cuda/execution/cutlass/CutlassConvCommonExecution.cu
similarity index 93%
rename from source/backend/cuda/execution/cutlass/CutlassCommonExecution.cu
rename to source/backend/cuda/execution/cutlass/CutlassConvCommonExecution.cu
index c752036f0..b9416e771 100644
--- a/source/backend/cuda/execution/cutlass/CutlassCommonExecution.cu
+++ b/source/backend/cuda/execution/cutlass/CutlassConvCommonExecution.cu
@@ -1,20 +1,21 @@
 //
-//  CutlassCommonExecution.cu
+//  CutlassConvCommonExecution.cu
 //  MNN
 //
 //  Created by MNN on 2023/03/22.
 //  Copyright © 2018, Alibaba Group Holding Limited
 //
 
-#include "CutlassCommonExecution.hpp"
+#include "CutlassConvCommonExecution.hpp"
 
 namespace MNN {
 namespace CUDA {
 
-CutlassCommonExecution::CutlassCommonExecution(Backend *backend) : Execution(backend) {
+CutlassConvCommonExecution::CutlassConvCommonExecution(Backend *backend) : Execution(backend) {
+    mBackendPtr = backend;
 }
 
-ErrorCode CutlassCommonExecution::runCutlassGemmFunc() {
+ErrorCode CutlassConvCommonExecution::runCutlassGemmFunc() {
     if(mFp32Infer) {
         if(mActivationType == 1) {
             cutlass::Status status = mGemmCudaF32F32Relu();
diff --git a/source/backend/cuda/execution/cutlass/CutlassCommonExecution.hpp b/source/backend/cuda/execution/cutlass/CutlassConvCommonExecution.hpp
similarity index 90%
rename from source/backend/cuda/execution/cutlass/CutlassCommonExecution.hpp
rename to source/backend/cuda/execution/cutlass/CutlassConvCommonExecution.hpp
index 3eb700c41..dc7a5f6b8 100644
--- a/source/backend/cuda/execution/cutlass/CutlassCommonExecution.hpp
+++ b/source/backend/cuda/execution/cutlass/CutlassConvCommonExecution.hpp
@@ -1,13 +1,13 @@
 //
-//  CutlassCommonExecution.hpp
+//  CutlassConvCommonExecution.hpp
 //  MNN
 //
 //  Created by MNN on 2023/03/22.
 //  Copyright © 2018, Alibaba Group Holding Limited
 //
 
-#ifndef CutlassCommonExecution_hpp
-#define CutlassCommonExecution_hpp
+#ifndef CutlassConvCommonExecution_hpp
+#define CutlassConvCommonExecution_hpp
 
 #include "backend/cuda/core/CUDABackend.hpp"
 #include "core/Execution.hpp"
@@ -18,10 +18,10 @@
 namespace MNN {
 namespace CUDA {
 
-class CutlassCommonExecution : public Execution {
+class CutlassConvCommonExecution : public Execution {
 public:
-    CutlassCommonExecution(Backend* backend);
-    virtual ~CutlassCommonExecution() = default;
+    CutlassConvCommonExecution(Backend* backend);
+    virtual ~CutlassConvCommonExecution() = default;
 
     ErrorCode callCutlassGemmCudaCoreFloat16(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs);
     ErrorCode callCutlassGemmCudaCoreFloat32(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs);
@@ -90,4 +90,4 @@ class CutlassCommonExecution : public Execution {
 } // namespace CUDA
 } // namespace MNN
 
-#endif /* CutlassCommonExecution */
\ No newline at end of file
+#endif /* CutlassConvCommonExecution */
\ No newline at end of file
diff --git a/source/backend/cuda/execution/cutlass/CutlassDeconvCommonExecution.cu b/source/backend/cuda/execution/cutlass/CutlassDeconvCommonExecution.cu
new file mode 100644
index 000000000..532293394
--- /dev/null
+++ b/source/backend/cuda/execution/cutlass/CutlassDeconvCommonExecution.cu
@@ -0,0 +1,90 @@
+//
+//  CutlassDeconvCommonExecution.cu
+//  MNN
+//
+//  Created by MNN on 2023/04/25.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#include "CutlassDeconvCommonExecution.hpp"
+
+namespace MNN {
+namespace CUDA {
+
+CutlassDeconvCommonExecution::CutlassDeconvCommonExecution(Backend *backend) : Execution(backend) {
+    mBackendPtr = backend;
+}
+
+ErrorCode CutlassDeconvCommonExecution::runCutlassGemmFunc() {
+    // Do Gemm Compute
+    if(mFp32Infer) {
+        if(mActivationType == 1) {
+            cutlass::Status status = mGemmCudaF32F32Relu();
+            cutlass_check(status);
+        } else if(mActivationType == 2) {
+            cutlass::Status status = mGemmCudaF32F32Relu6();
+            cutlass_check(status);
+        } else {
+            cutlass::Status status = mGemmCudaF32F32Ln();
+            cutlass_check(status);
+        }
+    } else {
+        if(mGpuComputeCap < 75) {
+            if(mActivationType == 1) {
+                if(mFp16Fp32MixInfer) {
+                    cutlass::Status status = mGemmCudaF16F32Relu();
+                    cutlass_check(status);
+                } else {
+                    cutlass::Status status = mGemmCudaF16F16Relu();
+                    cutlass_check(status);
+                }
+            } else if(mActivationType == 2) {
+                if(mFp16Fp32MixInfer) {
+                    cutlass::Status status = mGemmCudaF16F32Relu6();
+                    cutlass_check(status);
+                } else {
+                    cutlass::Status status = mGemmCudaF16F16Relu6();
+                    cutlass_check(status);
+                }
+            } else {
+                if(mFp16Fp32MixInfer) {
+                    cutlass::Status status = mGemmCudaF16F32Ln();
+                    cutlass_check(status);
+                } else {
+                    cutlass::Status status = mGemmCudaF16F16Ln();
+                    cutlass_check(status);
+                }
+            }
+        } else {
+            if(mActivationType == 1) {
+                if(mFp16Fp32MixInfer) {
+                    cutlass::Status status = mGemmF16F32ReluSm75();
+                    cutlass_check(status);
+                } else {
+                    cutlass::Status status = mGemmF16F16ReluSm75();
+                    cutlass_check(status);
+                }
+            } else if(mActivationType == 2) {
+                if(mFp16Fp32MixInfer) {
+                    cutlass::Status status = mGemmF16F32Relu6Sm75();
+                    cutlass_check(status);
+                } else {
+                    cutlass::Status status = mGemmF16F16Relu6Sm75();
+                    cutlass_check(status);
+                }
+            } else {
+                if(mFp16Fp32MixInfer) {
+                    cutlass::Status status = mGemmF16F32LnSm75();
+                    cutlass_check(status);
+                } else {
+                    cutlass::Status status = mGemmF16F16LnSm75();
+                    cutlass_check(status);
+                }
+            }
+        }
+    }
+    return NO_ERROR;
+}
+
+} // namespace CUDA
+} // namespace MNN
diff --git a/source/backend/cuda/execution/cutlass/CutlassDeconvCommonExecution.hpp b/source/backend/cuda/execution/cutlass/CutlassDeconvCommonExecution.hpp
new file mode 100644
index 000000000..998490347
--- /dev/null
+++ b/source/backend/cuda/execution/cutlass/CutlassDeconvCommonExecution.hpp
@@ -0,0 +1,112 @@
+//
+//  CutlassDeconvCommonExecution.hpp
+//  MNN
+//
+//  Created by MNN on 2023/04/25.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifndef CutlassDeconvCommonExecution_hpp
+#define CutlassDeconvCommonExecution_hpp
+
+#include "backend/cuda/core/CUDABackend.hpp"
+#include "core/Execution.hpp"
+#include "../CutlassGemmParam.hpp"
+#include "../MNNCUDADefine.hpp"
+#include "../MNNCUDAFunction.cuh"
+
+namespace MNN {
+namespace CUDA {
+
+struct KernelInfo {
+    int groups         = 0;
+    int kernelN        = 0;
+    int kernelC        = 0;
+    int kernelX        = 0;
+    int kernelY        = 0;
+    int strideX        = 0;
+    int strideY        = 0;
+    int dilateX        = 0;
+    int dilateY        = 0;
+    int activationType = 0;
+};//
+
+struct Col2ImParameter {
+    int padX;
+    int padY;
+    int dilateX;
+    int dilateY;
+    int strideX;
+    int strideY;
+    int kernelX;
+    int kernelY;
+    int oc;
+    int ic;
+    int iw;
+    int ih;
+    int ow;
+    int oh;
+    int ob;
+};
+
+class CutlassDeconvCommonExecution : public Execution {
+public:
+    CutlassDeconvCommonExecution(Backend* backend);
+    virtual ~CutlassDeconvCommonExecution() = default;
+
+    ErrorCode callCutlassGemmCudaCoreFloat16(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs);
+    ErrorCode callCutlassGemmCudaCoreFloat32(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs);
+    ErrorCode callCutlassGemmTensorCore(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs);
+
+    ErrorCode runCutlassGemmFunc();
+
+protected:
+
+    Backend* mBackendPtr;
+    void* mFilterAddr;
+    void* mBiasAddr = nullptr;
+    CutlassGemmInfo mGemmInfo;
+    const Op* mOp = nullptr;
+
+    Col2ImParameter mCol2ImParamter;
+    int mActivationType;
+    int mGpuComputeCap;
+    void* mIm2ColBuffer;
+    void* mInputBuffer;
+    std::shared_ptr<Tensor> workspaceTensor;
+    void* mWorkspace;
+    void* mZeroPtr;
+    std::shared_ptr<Tensor> mZeroTensor;
+
+    bool mFp16Infer = false;
+    bool mFp32Infer = false;
+    bool mFp16Fp32MixInfer = false;
+    int mPrecisonLevel;
+
+    GemmCuda_F16_F16_Linear_AlignCuda mGemmCudaF16F16Ln;
+    GemmCuda_F16_F32_Linear_AlignCuda mGemmCudaF16F32Ln;
+    GemmCuda_F32_F32_Linear_AlignCuda mGemmCudaF32F32Ln;
+
+    GemmCuda_F16_F16_Relu_AlignCuda mGemmCudaF16F16Relu;
+    GemmCuda_F16_F32_Relu_AlignCuda mGemmCudaF16F32Relu;
+    GemmCuda_F32_F32_Relu_AlignCuda mGemmCudaF32F32Relu;
+
+    GemmCuda_F16_F16_Relu6_AlignCuda mGemmCudaF16F16Relu6;
+    GemmCuda_F16_F32_Relu6_AlignCuda mGemmCudaF16F32Relu6;
+    GemmCuda_F32_F32_Relu6_AlignCuda mGemmCudaF32F32Relu6;
+
+    GemmTensor_F16_F16_Linear_AlignCuda_Sm75 mGemmF16F16LnSm75;
+    GemmTensor_F16_F32_Linear_AlignCuda_Sm75 mGemmF16F32LnSm75;
+
+    GemmTensor_F16_F16_Relu_AlignCuda_Sm75 mGemmF16F16ReluSm75;
+    GemmTensor_F16_F32_Relu_AlignCuda_Sm75 mGemmF16F32ReluSm75;
+
+    GemmTensor_F16_F16_Relu6_AlignCuda_Sm75 mGemmF16F16Relu6Sm75;
+    GemmTensor_F16_F32_Relu6_AlignCuda_Sm75 mGemmF16F32Relu6Sm75;
+
+};
+
+} // namespace CUDA
+} // namespace MNN
+
+#endif /* CutlassDeconvCommonExecution */
\ No newline at end of file
diff --git a/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat16.cu b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat16.cu
index 2c23a9281..f99b9f0b6 100644
--- a/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat16.cu
+++ b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat16.cu
@@ -5,12 +5,12 @@
 //  Created by MNN on 2023/03/22.
 //  Copyright © 2018, Alibaba Group Holding Limited
 //
-#include "CutlassCommonExecution.hpp"
+#include "CutlassConvCommonExecution.hpp"
 
 namespace MNN {
 namespace CUDA {
 
-ErrorCode CutlassCommonExecution::callCutlassGemmCudaCoreFloat16(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+ErrorCode CutlassConvCommonExecution::callCutlassGemmCudaCoreFloat16(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
     auto input = inputs[0];
     auto output = outputs[0];
     ElementInput_F16 *inputA_ptr = mNeedIm2Col ? (ElementInput_F16 *)mIm2ColBuffer : (ElementInput_F16 *)input->deviceId();
diff --git a/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat16Deconv.cu b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat16Deconv.cu
new file mode 100644
index 000000000..acc63f5ee
--- /dev/null
+++ b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat16Deconv.cu
@@ -0,0 +1,183 @@
+//
+//  CutlassGemmCUDACoreFloat16Deconv.cu
+//  MNN
+//
+//  Created by MNN on 2023/04/25.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+#include "CutlassDeconvCommonExecution.hpp"
+
+namespace MNN {
+namespace CUDA {
+
+ErrorCode CutlassDeconvCommonExecution::callCutlassGemmCudaCoreFloat16(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+    auto input = inputs[0];
+    auto output = outputs[0];
+
+    ElementComputeEpilogue alpha = ElementComputeEpilogue(1);
+    ElementComputeEpilogue beta = ElementComputeEpilogue(0);
+    // Split K dimension into 1 partitions
+    int split_k_slices = 1;
+    cutlass::gemm::GemmCoord problem_size(mGemmInfo.elh[0], mGemmInfo.elh[2], mGemmInfo.elhPad[1]);// m n k
+    
+    if(mActivationType == 1) {
+        if(mFp16Infer) {
+            // Create a tuple of gemm fp16 + relu kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmCuda_F16_F16_Relu_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                                {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                                {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                                {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                                {alpha, beta},          // <- tuple of alpha and beta
+                                                split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmCuda_F16_F16_Relu_AlignCuda::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmCudaF16F16Relu.can_implement(arguments);
+            cutlass_check(status);
+        
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmCudaF16F16Relu.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        } else {
+            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmCuda_F16_F32_Relu_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                            {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                            {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                            {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                            {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                            {alpha, beta},          // <- tuple of alpha and beta
+                                            split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmCuda_F16_F32_Relu_AlignCuda::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmCudaF16F32Relu.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmCudaF16F32Relu.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        }
+
+    } else if(mActivationType == 2) {
+
+        if(mFp16Infer) {
+            // Create a tuple of gemm fp16 + relu6 kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmCuda_F16_F16_Relu6_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                            {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                            {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                            {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                            {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                            {alpha, beta},          // <- tuple of alpha and beta
+                                            split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmCuda_F16_F16_Relu6_AlignCuda::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmCudaF16F16Relu6.can_implement(arguments);
+            cutlass_check(status);
+        
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmCudaF16F16Relu6.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        } else {
+            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmCuda_F16_F32_Relu6_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                                {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                                {alpha, beta},          // <- tuple of alpha and beta
+                                                split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmCuda_F16_F32_Relu6_AlignCuda::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmCudaF16F32Relu6.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmCudaF16F32Relu6.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        }
+
+    } else {
+    
+        if(mFp16Infer) {
+            typename GemmCuda_F16_F16_Linear_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                        {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                        {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                        {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                        {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                        {alpha, beta},          // <- tuple of alpha and beta
+                                        split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmCuda_F16_F16_Linear_AlignCuda::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            cutlass::Status status = mGemmCudaF16F16Ln.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmCudaF16F16Ln.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        } else {
+            typename GemmCuda_F16_F32_Linear_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                                {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                                {alpha, beta},          // <- tuple of alpha and beta
+                                                split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmCuda_F16_F32_Linear_AlignCuda::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            cutlass::Status status = mGemmCudaF16F32Ln.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmCudaF16F32Ln.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        }
+    }
+
+    return NO_ERROR;
+}
+
+}
+}
diff --git a/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat32.cu b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat32.cu
index da80b8a06..a6c00236e 100644
--- a/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat32.cu
+++ b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat32.cu
@@ -5,11 +5,11 @@
 //  Created by MNN on 2023/03/22.
 //  Copyright © 2018, Alibaba Group Holding Limited
 //
-#include "CutlassCommonExecution.hpp"
+#include "CutlassConvCommonExecution.hpp"
 
 namespace MNN {
 namespace CUDA {
-ErrorCode CutlassCommonExecution::callCutlassGemmCudaCoreFloat32(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+ErrorCode CutlassConvCommonExecution::callCutlassGemmCudaCoreFloat32(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
     auto input = inputs[0];
     auto output = outputs[0];
     ElementInput_F32 *input_fp32_addr = mNeedIm2Col ? (ElementInput_F32 *)mIm2ColBuffer : (ElementInput_F32 *)input->deviceId();
diff --git a/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat32Decov.cu b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat32Decov.cu
new file mode 100644
index 000000000..ece781ead
--- /dev/null
+++ b/source/backend/cuda/execution/cutlass/CutlassGemmCUDACoreFloat32Decov.cu
@@ -0,0 +1,102 @@
+//
+//  CutlassGemmCUDACoreFloat32Deconv.cu
+//  MNN
+//
+//  Created by MNN on 2023/04/25.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+#include "CutlassDeconvCommonExecution.hpp"
+
+namespace MNN {
+namespace CUDA {
+ErrorCode CutlassDeconvCommonExecution::callCutlassGemmCudaCoreFloat32(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+    auto input = inputs[0];
+    auto output = outputs[0];
+
+    ElementComputeEpilogue alpha = ElementComputeEpilogue(1);
+    ElementComputeEpilogue beta = ElementComputeEpilogue(0);
+    // Split K dimension into 1 partitions
+    int split_k_slices = 1;
+    cutlass::gemm::GemmCoord problem_size(mGemmInfo.elh[0], mGemmInfo.elh[2], mGemmInfo.elhPad[1]);// m n k
+
+    if(mActivationType == 1) {
+        // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
+        // instantiated CUTLASS kernel
+        typename GemmCuda_F32_F32_Relu_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                        {(ElementInput_F32 *)mFilterAddr, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                        {(ElementInput_F32 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                        {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                        {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                        {alpha, beta},          // <- tuple of alpha and beta
+                                        split_k_slices};        // <- k-dimension split factor
+        size_t workspace_size = GemmCuda_F32_F32_Relu_AlignCuda::get_workspace_size(arguments);
+
+        if(workspace_size != 0) {
+            workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+            mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+            mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+        }
+
+        // Check the problem size is supported or not 
+        cutlass::Status status = mGemmCudaF32F32Relu.can_implement(arguments);
+        cutlass_check(status);
+
+        // Initialize CUTLASS kernel with arguments and workspace pointer
+        status = mGemmCudaF32F32Relu.initialize(arguments, (uint8_t *)mWorkspace);
+        cutlass_check(status);
+
+    } else if(mActivationType == 2) {
+        // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
+        // instantiated CUTLASS kernel
+        typename GemmCuda_F32_F32_Relu6_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                            {(ElementInput_F32 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                            {(ElementInput_F32 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                            {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                            {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                            {alpha, beta},          // <- tuple of alpha and beta
+                                            split_k_slices};        // <- k-dimension split factor
+        size_t workspace_size = GemmCuda_F32_F32_Relu6_AlignCuda::get_workspace_size(arguments);
+
+        if(workspace_size != 0) {
+            workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+            mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+            mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+        }
+
+        // Check the problem size is supported or not 
+        cutlass::Status status = mGemmCudaF32F32Relu6.can_implement(arguments);
+        cutlass_check(status);
+
+        // Initialize CUTLASS kernel with arguments and workspace pointer
+        status = mGemmCudaF32F32Relu6.initialize(arguments, (uint8_t *)mWorkspace);
+        cutlass_check(status);
+
+    } else {
+
+        typename GemmCuda_F32_F32_Linear_AlignCuda::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                            {(ElementInput_F32 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                            {(ElementInput_F32 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                            {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                            {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                            {alpha, beta},          // <- tuple of alpha and beta
+                                            split_k_slices};        // <- k-dimension split factor
+        size_t workspace_size = GemmCuda_F32_F32_Linear_AlignCuda::get_workspace_size(arguments);
+
+        if(workspace_size != 0) {
+            workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+            mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+            mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+        }
+
+        cutlass::Status status = mGemmCudaF32F32Ln.can_implement(arguments);
+        cutlass_check(status);
+
+        // Initialize CUTLASS kernel with arguments and workspace pointer
+        status = mGemmCudaF32F32Ln.initialize(arguments, (uint8_t *)mWorkspace);
+        cutlass_check(status);
+    }
+    return NO_ERROR;
+}
+
+}
+}
diff --git a/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore.cu b/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore.cu
index 96578eb64..bbd04dfc5 100644
--- a/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore.cu
+++ b/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore.cu
@@ -6,11 +6,11 @@
 //  Copyright © 2018, Alibaba Group Holding Limited
 //
 
-#include "CutlassCommonExecution.hpp"
+#include "CutlassConvCommonExecution.hpp"
 
 namespace MNN {
 namespace CUDA {
-ErrorCode CutlassCommonExecution::callCutlassGemmTensorCore(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+ErrorCode CutlassConvCommonExecution::callCutlassGemmTensorCore(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
     auto input = inputs[0];
     auto output = outputs[0];
     ElementInput_F16 *inputA_ptr = mNeedIm2Col ? (ElementInput_F16 *)mIm2ColBuffer : (ElementInput_F16 *)input->deviceId();
diff --git a/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore884.cu b/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore884.cu
index 18a72b2d7..1a798a265 100644
--- a/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore884.cu
+++ b/source/backend/cuda/execution/cutlass/CutlassGemmTensorCore884.cu
@@ -6,11 +6,11 @@
 //  Copyright © 2018, Alibaba Group Holding Limited
 //
 
-#include "CutlassCommonExecution.hpp"
+#include "CutlassConvCommonExecution.hpp"
 
 namespace MNN {
 namespace CUDA {
-ErrorCode CutlassCommonExecution::callCutlassGemmTensorCore884(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+ErrorCode CutlassConvCommonExecution::callCutlassGemmTensorCore884(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
     auto input = inputs[0];
     auto output = outputs[0];
     ElementInput_F16 *inputA_ptr = mNeedIm2Col ? (ElementInput_F16 *)mIm2ColBuffer : (ElementInput_F16 *)input->deviceId();
diff --git a/source/backend/cuda/execution/cutlass/CutlassGemmTensorCoreDeconv.cu b/source/backend/cuda/execution/cutlass/CutlassGemmTensorCoreDeconv.cu
new file mode 100644
index 000000000..f1f9e6e33
--- /dev/null
+++ b/source/backend/cuda/execution/cutlass/CutlassGemmTensorCoreDeconv.cu
@@ -0,0 +1,181 @@
+//
+//  CutlassGemmTensorCoreDeconv.cu
+//  MNN
+//
+//  Created by MNN on 2023/04/25.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#include "CutlassDeconvCommonExecution.hpp"
+
+namespace MNN {
+namespace CUDA {
+ErrorCode CutlassDeconvCommonExecution::callCutlassGemmTensorCore(const std::vector<Tensor*> &inputs, const std::vector<Tensor*> &outputs) {
+    auto input = inputs[0];
+    auto output = outputs[0];
+
+    ElementComputeEpilogue alpha = ElementComputeEpilogue(1);
+    ElementComputeEpilogue beta = ElementComputeEpilogue(0);
+    // Split K dimension into 1 partitions
+    int split_k_slices = 1;
+    cutlass::gemm::GemmCoord problem_size(mGemmInfo.elh[0], mGemmInfo.elh[2], mGemmInfo.elhPad[1]);// m n k
+    if(mActivationType == 1) {
+        if(mFp16Infer) {
+            // Create a tuple of gemm fp16 + relu kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmTensor_F16_F16_Relu_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                                {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                                {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                                {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                                {alpha, beta},          // <- tuple of alpha and beta
+                                                split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmTensor_F16_F16_Relu_AlignCuda_Sm75::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmF16F16ReluSm75.can_implement(arguments);
+            cutlass_check(status);
+        
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmF16F16ReluSm75.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        } else {
+            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmTensor_F16_F32_Relu_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                            {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                            {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                            {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                            {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                            {alpha, beta},          // <- tuple of alpha and beta
+                                            split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmTensor_F16_F32_Relu_AlignCuda_Sm75::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmF16F32ReluSm75.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmF16F32ReluSm75.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        }
+
+    } else if(mActivationType == 2) {
+
+        if(mFp16Infer) {
+            // Create a tuple of gemm fp16 + relu6 kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmTensor_F16_F16_Relu6_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                            {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                            {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                            {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                            {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                            {alpha, beta},          // <- tuple of alpha and beta
+                                            split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmTensor_F16_F16_Relu6_AlignCuda_Sm75::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmF16F16Relu6Sm75.can_implement(arguments);
+            cutlass_check(status);
+        
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmF16F16Relu6Sm75.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        } else {
+            // Create a tuple of gemm kernel arguments. This is later passed as arguments to launch
+            // instantiated CUTLASS kernel
+            typename GemmTensor_F16_F32_Relu6_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                                {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                                {alpha, beta},          // <- tuple of alpha and beta
+                                                split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmTensor_F16_F32_Relu6_AlignCuda_Sm75::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            // Check the problem size is supported or not 
+            cutlass::Status status = mGemmF16F32Relu6Sm75.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmF16F32Relu6Sm75.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        }
+
+    } else {
+    
+        if(mFp16Infer) {
+            typename GemmTensor_F16_F16_Linear_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                        {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                        {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                        {(ElementOutput_F16 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                        {(ElementOutput_F16 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                        {alpha, beta},          // <- tuple of alpha and beta
+                                        split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmTensor_F16_F16_Linear_AlignCuda_Sm75::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            cutlass::Status status = mGemmF16F16LnSm75.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmF16F16LnSm75.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        } else {
+            typename GemmTensor_F16_F32_Linear_AlignCuda_Sm75::Arguments arguments{problem_size,  // <- problem size of matrix multiplication
+                                                {(ElementInput_F16 *)mFilterAddr, mGemmInfo.elhPad[1]},  // Ptr + ldm
+                                                {(ElementInput_F16 *)mInputBuffer, mGemmInfo.elhPad[1]},  //  Ptr + ldm
+                                                {(ElementOutput_F32 *)mZeroPtr, 0},  //  Ptr + ldm  if ldm = 0, vector, 
+                                                {(ElementOutput_F32 *)mIm2ColBuffer, mGemmInfo.elh[2]},  //  Ptr + ldm
+                                                {alpha, beta},          // <- tuple of alpha and beta
+                                                split_k_slices};        // <- k-dimension split factor
+            size_t workspace_size = GemmTensor_F16_F32_Linear_AlignCuda_Sm75::get_workspace_size(arguments);
+
+            if(workspace_size != 0) {
+                workspaceTensor.reset(Tensor::createDevice<int8_t>({(int)workspace_size}));
+                mBackendPtr->onAcquireBuffer(workspaceTensor.get(), Backend::STATIC);
+                mWorkspace = (void *)workspaceTensor.get()->buffer().device;
+            }
+
+            cutlass::Status status = mGemmF16F32LnSm75.can_implement(arguments);
+            cutlass_check(status);
+
+            // Initialize CUTLASS kernel with arguments and workspace pointer
+            status = mGemmF16F32LnSm75.initialize(arguments, (uint8_t *)mWorkspace);
+            cutlass_check(status);
+        }
+    }
+    return NO_ERROR;
+}
+
+}
+}
diff --git a/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore.cu b/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore.cu
index 20bef6813..bb7c1709f 100644
--- a/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore.cu
+++ b/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore.cu
@@ -16,16 +16,16 @@ ErrorCode ConvInt8CutlassExecution::callCutlassGemmInt8TensorCore(const std::vec
     auto output = outputs[0];
     int8_t *inputA_ptr = mNeedIm2Col ? (int8_t *)mIm2ColBuffer : (int8_t *)input->deviceId();
 
-    ElementComputeEpilogue clamp_max = ElementComputeEpilogue(mResource->mClampMax);
-    ElementComputeEpilogue clamp_min = ElementComputeEpilogue(mResource->mClampMin);
+    int8_t clamp_max = int8_t(mResource->mClampMax);
+    int8_t clamp_min = int8_t(mResource->mClampMin);
     // Split K dimension into 1 partitions
     int split_k_slices = 1;
     cutlass::gemm::GemmCoord problem_size(mGemmInfo.elh[0], mGemmInfo.elhPad[2], mGemmInfo.elhPad[1]);// m n k
     if(mActivationType == 1) {
-        clamp_min = ElementComputeEpilogue(0);
+        clamp_min = int8_t(0);
     } else if(mActivationType == 2) {
-        clamp_max = ElementComputeEpilogue(6);
-        clamp_min = ElementComputeEpilogue(0);
+        clamp_max = int8_t(6);
+        clamp_min = int8_t(0);
     }
 
     // printf("Gemm Int8 size:%d-%d-%d\n", mGemmInfo.elh[0], mGemmInfo.elhPad[2], mGemmInfo.elhPad[1]);
diff --git a/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore16832.cu b/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore16832.cu
index bb7ce4a3e..f4d939136 100644
--- a/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore16832.cu
+++ b/source/backend/cuda/execution/int8/CutlassGemmInt8TensorCore16832.cu
@@ -16,16 +16,16 @@ ErrorCode ConvInt8CutlassExecution::callCutlassGemmInt8TensorCore16832(const std
     auto output = outputs[0];
     int8_t *inputA_ptr = mNeedIm2Col ? (int8_t *)mIm2ColBuffer : (int8_t *)input->deviceId();
 
-    ElementComputeEpilogue clamp_max = ElementComputeEpilogue(mResource->mClampMax);
-    ElementComputeEpilogue clamp_min = ElementComputeEpilogue(mResource->mClampMin);
+    int8_t clamp_max = int8_t(mResource->mClampMax);
+    int8_t clamp_min = int8_t(mResource->mClampMin);
     // Split K dimension into 1 partitions
     int split_k_slices = 1;
     cutlass::gemm::GemmCoord problem_size(mGemmInfo.elh[0], mGemmInfo.elhPad[2], mGemmInfo.elhPad[1]);// m n k
     if(mActivationType == 1) {
-        clamp_min = ElementComputeEpilogue(0);
+        clamp_min = int8_t(0);
     } else if(mActivationType == 2) {
-        clamp_max = ElementComputeEpilogue(6);
-        clamp_min = ElementComputeEpilogue(0);
+        clamp_max = int8_t(6);
+        clamp_min = int8_t(0);
     }
 
     // printf("Gemm16832 Int8 size:%d-%d-%d\n", mGemmInfo.elh[0], mGemmInfo.elhPad[2], mGemmInfo.elhPad[1]);
diff --git a/source/backend/opencl/core/BufferConvertor.cpp b/source/backend/opencl/core/BufferConvertor.cpp
index 56921a9be..2ab1f0725 100644
--- a/source/backend/opencl/core/BufferConvertor.cpp
+++ b/source/backend/opencl/core/BufferConvertor.cpp
@@ -20,10 +20,12 @@ bool convertNCHWBufferToNC4HW4Buffer(const Tensor *input, Tensor *output, cl::Ke
                                         static_cast<uint32_t>(outputShape[0] * outputShape[1])};
     if (convertBufferKernel.get() == nullptr) {
         std::set<std::string> buildOptions;
+        std::string kernelName = "nchw_buffer_to_nc4hw4_buffer";
         if(needInpTrans) {
-            buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+            //buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+            kernelName = "nchw_buffer_to_nc4hw4_buffer_floatin";
         }
-        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", "nchw_buffer_to_nc4hw4_buffer", buildOptions);
+        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", kernelName, buildOptions);
     }
     uint32_t idx = 0;
     convertBufferKernel.setArg(idx++, outputGlobalWorkSize[0]);
@@ -67,10 +69,12 @@ bool convertNHWCBufferToNC4HW4Buffer(const Tensor *input, Tensor *output, cl::Ke
                                         static_cast<uint32_t>(outputShape[0] * outputShape[1])};
     if (convertBufferKernel.get() == nullptr) {
         std::set<std::string> buildOptions;
+        std::string kernelName = "nhwc_buffer_to_nc4hw4_buffer";
         if(needInpTrans) {
-            buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+            //buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+            kernelName = "nhwc_buffer_to_nc4hw4_buffer_floatin";
         }
-        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", "nhwc_buffer_to_nc4hw4_buffer", buildOptions);
+        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", kernelName, buildOptions);
     }
     uint32_t idx = 0;
     convertBufferKernel.setArg(idx++, outputGlobalWorkSize[0]);
@@ -116,17 +120,20 @@ bool convertNC4HW4BufferToNC4HW4Buffer(const Tensor *input, Tensor *output, cl::
                                         static_cast<uint32_t>(outputShape[0] * outputShape[1])};
     if (convertBufferKernel.get() == nullptr) {
         std::set<std::string> buildOptions;
+        std::string kernelName = "nc4hw4_buffer_to_nc4hw4_buffer";
         switch (formatTrans) {
             case InpTrans:
-                buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+                //buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+                kernelName = "nc4hw4_buffer_to_nc4hw4_buffer_floatin";
                 break;
             case OutTrans:
-                buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
+                //buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
+                kernelName = "nc4hw4_buffer_to_nc4hw4_buffer_floatout";
                 break;
             default:
                 break;
         }
-        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nc4hw4_buffer", buildOptions);
+        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", kernelName, buildOptions);
     }
     uint32_t idx   = 0;
     int outputImageShape[2] = {input->height(), input->width()};
@@ -190,10 +197,12 @@ bool convertNC4HW4BufferToNCHWBuffer(const Tensor *input, Tensor *output, cl::Ke
 
     if (convertBufferKernel.get() == nullptr) {
         std::set<std::string> buildOptions;
+        std::string kernelName = "nc4hw4_buffer_to_nchw_buffer";
         if(needOutTrans) {
-            buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
+            //buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
+            kernelName = "nc4hw4_buffer_to_nchw_buffer_floatout";
         }
-        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nchw_buffer", buildOptions);
+        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", kernelName, buildOptions);
     }
 
     uint32_t idx = 0;
@@ -239,10 +248,12 @@ bool convertNC4HW4BufferToNHWCBuffer(const Tensor *input, Tensor *output, cl::Ke
 
     if (convertBufferKernel.get() == nullptr) {
         std::set<std::string> buildOptions;
+        std::string kernelName = "nc4hw4_buffer_to_nhwc_buffer";
         if(needOutTrans) {
-            buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
+            //buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
+            kernelName = "nc4hw4_buffer_to_nhwc_buffer_floatout";
         }
-        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nhwc_buffer", buildOptions);
+        convertBufferKernel = runtime->buildKernel("buffer_convert_buf", kernelName, buildOptions);
     }
 
     uint32_t idx = 0;
@@ -310,7 +321,8 @@ bool BufferConvertor::convertToNC4HW4Buffer(const Tensor *buffer, const OpenCLBu
         mBufferToImageKernelName = kernelName;
         std::set<std::string> buildOptions;
         if(needTrans) {
-            buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+            //buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+            kernelName += "_floatin";
         }
         mBufferToImageKernel = runtime->buildKernel("buffer_convert_buf", kernelName, buildOptions);
     }
diff --git a/source/backend/opencl/core/OpenCLBackend.cpp b/source/backend/opencl/core/OpenCLBackend.cpp
index d0be89924..6700f249a 100644
--- a/source/backend/opencl/core/OpenCLBackend.cpp
+++ b/source/backend/opencl/core/OpenCLBackend.cpp
@@ -39,41 +39,6 @@ CLRuntime::CLRuntime(const Backend::Info& info){
     
     mImagePool.reset(new ImagePool(mOpenCLRuntime->context()));
     mBufferPool.reset(new BufferPool(mOpenCLRuntime->context(), CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR));
-    #ifndef MNN_OPENCL_BUFFER_CLOSED
-    if(mOpenCLRuntime->getGpuMemType() == BUFFER)
-    {
-        std::set<std::string> buildOptions;
-        //when input or output need buffer2image transformation, open macro BUFFER_IMAGE_IO_TRANS
-        //because cpu input and output are fp32
-        buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
-        mNCHWBufferToNC4HW4BufferInp = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nchw_buffer_to_nc4hw4_buffer", buildOptions);
-        mNHWCBufferToNC4HW4BufferInp = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nhwc_buffer_to_nc4hw4_buffer", buildOptions);
-        mNC4HW4BufferToNC4HW4BufferInp = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nc4hw4_buffer", buildOptions);
-
-        buildOptions.clear();
-        buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
-
-        mNC4HW4BufferToNHWCBufferOut = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nhwc_buffer", buildOptions);
-        mNC4HW4BufferToNCHWBufferOut = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nchw_buffer", buildOptions);
-        mNC4HW4BufferToNC4HW4BufferOut = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nc4hw4_buffer", buildOptions);
-
-        buildOptions.clear();
-        mNC4HW4BufferToNC4HW4Buffer = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nc4hw4_buffer", buildOptions);
-    }
-    else
-    #endif /* MNN_OPENCL_BUFFER_CLOSED */
-    {
-        std::set<std::string> buildOptions;
-        //when input or output need buffer2image transformation, open macro BUFFER_IMAGE_IO_TRANS
-        //because cpu input and output are fp32
-        buildOptions.emplace("-DBUFFER_IMAGE_IO_TRANS");
-        mNC4HW4BufferToImageFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "nc4hw4_buffer_to_image", buildOptions);
-        mNCHWBufferToImageFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "nchw_buffer_to_image", buildOptions);
-        mNHWCBufferToImageFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "nhwc_buffer_to_image", buildOptions);
-        mImageToNC4HW4BufferFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "image_to_nc4hw4_buffer", buildOptions);
-        mImageToNHWCBufferFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "image_to_nhwc_buffer", buildOptions);
-        mImageToNCHWBufferFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "image_to_nchw_buffer", buildOptions);
-    }
 }
 
 CLRuntime::~CLRuntime() {
@@ -205,7 +170,44 @@ bool CLRuntime::onSetCache(const void* buffer, size_t size) {
             mTunedInfo->mInfos.emplace_back(std::move(dst));
         }
     }
-    return mOpenCLRuntime->setCache(std::make_pair(buffer, size));
+    bool res = mOpenCLRuntime->setCache(std::make_pair(buffer, size));
+    
+    #ifndef MNN_OPENCL_BUFFER_CLOSED
+    if(mOpenCLRuntime->getGpuMemType() == BUFFER)
+    {
+        std::set<std::string> buildOptions;
+        //when input or output need buffer2image transformation, open macro BUFFER_IMAGE_IO_TRANS
+        //because cpu input and output are fp32
+        //buildOptions.emplace("-DBUFFER_FORMAT_INP_TRANS");
+        mNCHWBufferToNC4HW4BufferInp = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nchw_buffer_to_nc4hw4_buffer_floatin", buildOptions);
+        mNHWCBufferToNC4HW4BufferInp = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nhwc_buffer_to_nc4hw4_buffer_floatin", buildOptions);
+        mNC4HW4BufferToNC4HW4BufferInp = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nc4hw4_buffer_floatin", buildOptions);
+
+        //buildOptions.clear();
+        //buildOptions.emplace("-DBUFFER_FORMAT_OUT_TRANS");
+
+        mNC4HW4BufferToNHWCBufferOut = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nhwc_buffer_floatout", buildOptions);
+        mNC4HW4BufferToNCHWBufferOut = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nchw_buffer_floatout", buildOptions);
+        mNC4HW4BufferToNC4HW4BufferOut = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nc4hw4_buffer_floatout", buildOptions);
+
+        //buildOptions.clear();
+        mNC4HW4BufferToNC4HW4Buffer = mOpenCLRuntime->buildKernel("buffer_convert_buf", "nc4hw4_buffer_to_nc4hw4_buffer", buildOptions);
+    }
+    else
+    #endif /* MNN_OPENCL_BUFFER_CLOSED */
+    {
+        std::set<std::string> buildOptions;
+        //when input or output need buffer2image transformation, open macro BUFFER_IMAGE_IO_TRANS
+        //because cpu input and output are fp32
+        buildOptions.emplace("-DBUFFER_IMAGE_IO_TRANS");
+        mNC4HW4BufferToImageFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "nc4hw4_buffer_to_image", buildOptions);
+        mNCHWBufferToImageFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "nchw_buffer_to_image", buildOptions);
+        mNHWCBufferToImageFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "nhwc_buffer_to_image", buildOptions);
+        mImageToNC4HW4BufferFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "image_to_nc4hw4_buffer", buildOptions);
+        mImageToNHWCBufferFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "image_to_nhwc_buffer", buildOptions);
+        mImageToNCHWBufferFloat = mOpenCLRuntime->buildKernel("buffer_to_image", "image_to_nchw_buffer", buildOptions);
+    }
+    return res;
 }
 
 std::pair<const void*, size_t> CLRuntime::onGetCache() {
diff --git a/source/backend/opencl/core/runtime/OpenCLRuntime.cpp b/source/backend/opencl/core/runtime/OpenCLRuntime.cpp
index 403abc20f..484919b85 100644
--- a/source/backend/opencl/core/runtime/OpenCLRuntime.cpp
+++ b/source/backend/opencl/core/runtime/OpenCLRuntime.cpp
@@ -121,7 +121,26 @@ OpenCLRuntime::OpenCLRuntime(const BackendConfig::PrecisionMode precision, const
                 // Radeon series GPU is main product of Advanced Micro Devices (AMD)
                 mGpuType = RADEON;
                 isSetWorkGroupAttribute = true;
-            } else {
+            } else if (deviceVendor.find("Intel") != std::string::npos) {
+                mGpuType = INTEL;
+                std::string opencl_c_version = mFirstGPUDevicePtr->getInfo<CL_DEVICE_OPENCL_C_VERSION>();
+                int version = 0;
+                for (auto s : opencl_c_version) {
+                    if (s >= '0' && s <= '9') {
+                        version += (s - '0');
+                        version *= 10;
+                    }
+                }
+                if (version >= 120) {
+                    mSupportedIntelSubgroup = true;
+                    uint32_t execution_units_count = mFirstGPUDevicePtr->getInfo<CL_DEVICE_MAX_COMPUTE_UNITS>();
+                    uint32_t num_threads_per_eu = mFirstGPUDevicePtr->getInfo<CL_DEVICE_NUM_THREADS_PER_EU_INTEL>();
+                    uint32_t maxThreadsPerExecutionUnit = num_threads_per_eu > 0 ? num_threads_per_eu : 7;
+                    mMaxThreadsPerDevice =  maxThreadsPerExecutionUnit * execution_units_count;
+                    mMaxWorkGroupSize = mFirstGPUDevicePtr->getInfo<CL_DEVICE_MAX_WORK_GROUP_SIZE>();
+                }
+            }
+            else {
                 mGpuType = OTHER;
             }
             const std::string extensions = platforms[0].getInfo<CL_PLATFORM_EXTENSIONS>();
@@ -182,23 +201,24 @@ OpenCLRuntime::OpenCLRuntime(const BackendConfig::PrecisionMode precision, const
             cl_device_fp_config fpConfig;
             auto success = mFirstGPUDevicePtr->getInfo(CL_DEVICE_HALF_FP_CONFIG, &fpConfig);
             mIsDeviceSupportedFP16     = CL_SUCCESS == success && fpConfig > 0;
-            auto permitFloat16 = false;
-            if(precision == BackendConfig::Precision_Low) {
-                permitFloat16 = true;
-            }
-            mIsSupportedFP16     = mIsDeviceSupportedFP16 && permitFloat16;
             
             //set gpu mode, tuning level and memory object
             setGpuMode(cl_mode);
             
             if(mMemType == AUTO) {
-                if(mGpuType == MALI && precision != BackendConfig::Precision_Normal) {//buffer mode not support Normal Precision yet
+                if(mGpuType == MALI || mGpuType == INTEL) {
                     mMemType = BUFFER;
                 } else {
                     mMemType = IMAGE;
                 }
             }
 
+            auto permitFloat16 = false;
+            if (precision == BackendConfig::Precision_Low || (mMemType == BUFFER && precision == BackendConfig::Precision_Normal)) {//buffer mode not support Normal Precision yet
+                permitFloat16 = true;
+            }
+            mIsSupportedFP16 = mIsDeviceSupportedFP16 && permitFloat16;
+
             if(getDeviceSupportsExtension(*(mFirstGPUDevicePtr.get()), "cl_arm_integer_dot_product_int8")){
                 mSupportDotInt8 = true;
             }
@@ -345,7 +365,9 @@ bool OpenCLRuntime::isSupportedDotAccInt8() const {
     return mSupportDotAccInt8;
 }
 
-
+bool OpenCLRuntime::isSupportedIntelSubgroup() const {
+    return mSupportedIntelSubgroup;
+ }
 cl::Context &OpenCLRuntime::context() {
     return *mContext;
 }
@@ -362,6 +384,13 @@ uint32_t OpenCLRuntime::deviceComputeUnits() const {
     return mGPUComputeUnits;
 }
 
+uint32_t OpenCLRuntime::MaxThreadsPerDevice() const {
+    return mMaxThreadsPerDevice;
+}
+uint32_t OpenCLRuntime::MaxWorkGroupSize() const {
+    return mMaxWorkGroupSize;
+}
+
 uint32_t OpenCLRuntime::maxFreq() const {
     return mMaxFreq;
 }
@@ -403,9 +432,9 @@ cl::Kernel OpenCLRuntime::buildKernel(const std::string &programName, const std:
                                       const std::set<std::string> &buildOptions) {
     std::string buildOptionsStr;
     if (mIsSupportedFP16) {
-        buildOptionsStr = "-DFLOAT=half -DFLOAT4=half4 -DFLOAT8=half8 -DFLOAT16=half16 -DRI_F=read_imageh -DWI_F=write_imageh -DCONVERT_FLOAT4=convert_half4 -DMNN_SUPPORT_FP16";
+        buildOptionsStr = "-DFLOAT=half -DFLOAT2=half2 -DFLOAT4=half4 -DFLOAT8=half8 -DFLOAT16=half16 -DRI_F=read_imageh -DWI_F=write_imageh -DCONVERT_FLOAT4=convert_half4 -DMNN_SUPPORT_FP16";
     } else {
-        buildOptionsStr = "-DFLOAT=float -DFLOAT4=float4 -DFLOAT8=float8 -DRI_F=read_imagef -DFLOAT16=float16 -DWI_F=write_imagef -DCONVERT_FLOAT4=convert_float4";
+        buildOptionsStr = "-DFLOAT=float  -DFLOAT2=float2 -DFLOAT4=float4 -DFLOAT8=float8 -DRI_F=read_imagef -DFLOAT16=float16 -DWI_F=write_imagef -DCONVERT_FLOAT4=convert_float4";
     }
     
     if(isSetWorkGroupAttribute) {
@@ -417,7 +446,7 @@ cl::Kernel OpenCLRuntime::buildKernel(const std::string &programName, const std:
         buildOptionsStr += " " + option;
     }
     buildOptionsStr += mDefaultBuildParams;
-    auto key = std::make_tuple(programName, kernelName, buildOptionsStr);
+    auto key = std::make_tuple(programName, buildOptionsStr);
 
     auto buildProgramInter = mBuildProgramMap.find(key);
     cl::Program program;
@@ -551,8 +580,7 @@ std::pair<const void*, size_t> OpenCLRuntime::makeCache(void* tuneInfo) {
         }
         // Only use first one
         pro->program = std::get<0>(iter.first);
-        pro->kernel = std::get<1>(iter.first);
-        pro->buildInfo = std::get<2>(iter.first);
+        pro->buildInfo = std::get<1>(iter.first);
         
         //MNN_PRINT("%s - %s - %s\n", pro->program.c_str(), pro->kernel.c_str(), pro->buildInfo.c_str());
         
@@ -601,12 +629,11 @@ bool OpenCLRuntime::setCache(std::pair<const void*, size_t> cache) {
         auto programs = cacheBuffer->programs();
         for (int i=0; i<programs->size(); ++i) {
             auto shaderInfo = programs->GetAs<Shader>(i);
-            if (nullptr == shaderInfo->program() || nullptr == shaderInfo->kernel() || nullptr == shaderInfo->buildInfo() || nullptr == shaderInfo->buffer()) {
+            if (nullptr == shaderInfo->program()|| nullptr == shaderInfo->buildInfo() || nullptr == shaderInfo->buffer()) {
                 MNN_ERROR("Invalid Cache\n");
                 return false;
             }
             auto program = shaderInfo->program()->str();
-            auto kernel = shaderInfo->kernel()->str();
             // Builder Info
             std::string buildinfo = shaderInfo->buildInfo()->str();
             
@@ -615,16 +642,16 @@ bool OpenCLRuntime::setCache(std::pair<const void*, size_t> cache) {
             auto deviceId = mFirstGPUDevicePtr->get();
             auto programRaw = clCreateProgramWithBinary(context().get(), 1, &deviceId, &bufferSize, (const unsigned char**)(&buffer), nullptr, nullptr);
             if (!programRaw) {
-                MNN_ERROR("Can't load %s - %s - %s load program\n", program.c_str(), kernel.c_str(), buildinfo.c_str());
+                MNN_ERROR("Can't load %s - %s load program\n", program.c_str(), buildinfo.c_str());
                 return false;
             }
             auto pro = cl::Program(programRaw);
             auto res = buildProgram(buildinfo, &pro);
             if (!res) {
-                MNN_ERROR("Can't build %s - %s - %s load program\n", program.c_str(),  kernel.c_str(), buildinfo.c_str());
+                MNN_ERROR("Can't build %s - %s load program\n", program.c_str(), buildinfo.c_str());
                 return false;
             }
-            mBuildProgramMap.insert(std::make_pair(std::make_tuple(program, kernel, buildinfo), pro));
+            mBuildProgramMap.insert(std::make_pair(std::make_tuple(program, buildinfo), pro));
         }
     }
 
diff --git a/source/backend/opencl/core/runtime/OpenCLRuntime.hpp b/source/backend/opencl/core/runtime/OpenCLRuntime.hpp
index 03b9d0421..784945026 100644
--- a/source/backend/opencl/core/runtime/OpenCLRuntime.hpp
+++ b/source/backend/opencl/core/runtime/OpenCLRuntime.hpp
@@ -37,7 +37,7 @@ namespace MNN {
 
 #define CL_KERNEL_WAVE_SIZE_QCOM 0xAA02
 
-enum GpuType { MALI = 0, ADRENO = 1, RADEON = 2, OTHER = 3 };
+enum GpuType { MALI = 0, ADRENO = 1, RADEON = 2, INTEL = 3, OTHER = 4 };
 enum MaliAr { MIDGARD = 0, BIFROST = 1, VALHALL = 2 };
 enum GpuMemObject { AUTO = 0, BUFFER = 1, IMAGE = 2};
 enum CLTuneLevel { None = 0, Heavy = 1, Wide = 2, Normal = 3, Fast = 4};
@@ -56,10 +56,13 @@ class OpenCLRuntime {
     bool isDeviceSupportedLowPower() const;
     bool isSupportedDotInt8() const;
     bool isSupportedDotAccInt8() const;
+    bool isSupportedIntelSubgroup() const;
     ::cl::Context &context();
     ::cl::CommandQueue &commandQueue();
     uint64_t deviceGlobalMemeryCacheSize() const;
     uint32_t deviceComputeUnits() const;
+    uint32_t MaxThreadsPerDevice() const;
+    uint32_t MaxWorkGroupSize() const;
     uint32_t maxFreq() const;
     uint64_t getMaxWorkGroupSize(const ::cl::Kernel &kernel);
     uint64_t GetKernelWaveSize(const cl::Kernel &kernel);
@@ -129,17 +132,20 @@ class OpenCLRuntime {
     std::shared_ptr<::cl::Context> mContext;
     std::shared_ptr<::cl::Device> mFirstGPUDevicePtr;
     std::shared_ptr<::cl::CommandQueue> mCommandQueuePtr;
-    std::map<std::tuple<std::string, std::string, std::string>, ::cl::Program> mBuildProgramMap;
+    std::map<std::tuple<std::string, std::string>, ::cl::Program> mBuildProgramMap;
     uint64_t mGPUGlobalMemeryCacheSize;
     uint32_t mGPUComputeUnits;
     uint32_t mMaxFreq;
     uint32_t mMaxMemAllocSize;
     uint64_t mMaxLocalMemSize;
+    uint32_t mMaxThreadsPerDevice;
+    uint32_t mMaxWorkGroupSize;
     bool mIsSupportedFP16     = false;
     bool mIsDeviceSupportedFP16 = false;
     bool mIsDeviceSupportedLowPower = false;
     bool mSupportDotInt8 = false;
     bool mSupportDotAccInt8 = false;
+    bool mSupportedIntelSubgroup = false;
     GpuType mGpuType;
     MaliAr mMaliAr;
     float mCLVersion = 1.0f;
diff --git a/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp b/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp
index 47a99818a..9ea4a0aa2 100644
--- a/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp
+++ b/source/backend/opencl/execution/buffer/BinaryBufExecution.cpp
@@ -19,6 +19,7 @@ BinaryBufExecution::BinaryBufExecution(const std::vector<Tensor *> &inputs, cons
     : CommonExecution(backend), mCompute(compute) {
     mBuildOptions.emplace("-DOPERATOR=" + compute);
     mOp = op;
+    mOpType = op->type();
 }
 
 uint32_t BinaryBufExecution::realSize(const Tensor* tensor) {
diff --git a/source/backend/opencl/execution/buffer/ConvBufExecution.cpp b/source/backend/opencl/execution/buffer/ConvBufExecution.cpp
index 172f483ae..499e0804e 100644
--- a/source/backend/opencl/execution/buffer/ConvBufExecution.cpp
+++ b/source/backend/opencl/execution/buffer/ConvBufExecution.cpp
@@ -17,9 +17,65 @@
 namespace MNN {
 namespace OpenCL {
 
+static float EstimateOccupancy(int blockWidth, int x, int y, int f, int b, int slm_div_factor, int maxThreadsPerDevice) {
+
+    auto threads =  UP_DIV(x, blockWidth) * y * UP_DIV(f, 16) * slm_div_factor * b;
+
+    return static_cast<float>(threads) / static_cast<float>(maxThreadsPerDevice);
+}
+
+
+static std::pair<int, int> GetTuningParams(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs, const uint32_t maxWorkGroupSize, const bool isSupportedFP16, const int maxThreadsPerDevice) {
+
+    auto input  = inputs[0];
+    auto output = outputs[0];
+    std::vector<int> inputShape  = tensorShapeFormat(input);
+    std::vector<int> outputShape = tensorShapeFormat(output);
+    const int height             = outputShape.at(1);
+    const int width              = outputShape.at(2);
+    const int outChannel         = outputShape.at(3);
+    const int batch              = outputShape.at(0);
+
+    const int inputHeight   = inputShape.at(1);
+    const int inputWidth    = inputShape.at(2);
+    const int inputChannels = inputShape.at(3);
+
+    size_t ic_blocks = UP_DIV(inputChannels, 16);
+
+    size_t max_slm_div_factor = maxWorkGroupSize / 16;
+    int blockWidth = 2;
+    int slm_div_factor = 1;
+    int xf = width * outChannel;
+    if (xf <= 256) {
+        if (width <= 8 || xf <= 128)
+            blockWidth = 2;
+        else
+            blockWidth = 4;
+    } else if (xf <= 1536) {
+        blockWidth = 4;
+    } else {
+        if (width >= 8 && width < 12 && xf < 2600)
+            blockWidth = 4;
+        else if (width < 12 && xf < 8192)
+            blockWidth = 8;
+        else
+            blockWidth =  8;
+    }
+
+    bool slm_exception = width == 3 && height == 3 && !isSupportedFP16 && outChannel <= 512;
+
+    if (!slm_exception)
+        while (ic_blocks % (slm_div_factor * 2) == 0 && (slm_div_factor * 2 <= max_slm_div_factor) &&
+               EstimateOccupancy(blockWidth, width, height, outChannel, batch, slm_div_factor, maxThreadsPerDevice) <
+                   4.0)
+            slm_div_factor *= 2;
+
+    return {blockWidth, slm_div_factor};
+}
+
 std::pair<std::vector<uint32_t>,  uint32_t> ConvBufCommonExecution::gws2dLwsTune(const cl::Kernel &kernel, const std::vector<uint32_t> &gws, const std::string &kernelName, const uint32_t maxWorkGroupSize) {
     MNN_ASSERT(gws.size() == 2);
-    
+
     auto runtime = mOpenCLBackend->getOpenCLRuntime();
     auto maxWorkItemSizes = runtime->getMaxWorkItemSizes();
     MNN_ASSERT(maxWorkItemSizes.size() >= 2);
@@ -201,14 +257,14 @@ std::pair<std::vector<uint32_t>,  uint32_t> ConvBufCommonExecution::gws2dLwsTune
 ConvBufCommonExecution::ConvBufCommonExecution(const Convolution2D *conv2dParams, Backend *backend) : Execution(backend) {
     auto openclBackend       = (OpenCLBackend *)backend;
     int biasSize             = conv2dParams->common()->outputCount();
-    int buffer_size = ALIGN_UP8(biasSize);//pack to eight
+    int buffer_size = ROUND_UP(biasSize, 16);//pack to 16
     if(openclBackend->getOpenCLRuntime()->isSupportedFP16()) {
         buffer_size *= sizeof(half_float::half);
     } else {
         buffer_size *= sizeof(float);
     }
 
-    mBias.reset(Tensor::createDevice<float>({1, 1, 1,  ALIGN_UP8(biasSize)}));
+    mBias.reset(Tensor::createDevice<float>({1, 1, 1, ROUND_UP(biasSize, 16)}));
     backend->onAcquireBuffer(mBias.get(), Backend::STATIC);
     cl::Buffer &biasBuffer = openCLBuffer(mBias.get());
     
@@ -295,6 +351,34 @@ void ConvBufExecution::_generateFilterConvertRegion(Tensor* virtualFilter, Tenso
     }
 }
 
+void ConvBufExecution::transformWeight(const Tensor *weightDest, const Tensor *source) {
+    int co      = source->length(0);
+    int ci     = source->length(1);
+    int KernelY = source->length(2);
+    int KernelX = source->length(3);
+
+    ::memset(weightDest->host<float>(), 0, weightDest->size());
+
+    auto weightPtr      = source->host<float>();
+    for (int oz = 0; oz < co; ++oz) {
+        auto srcOz = weightPtr + oz * ci * KernelY * KernelX;
+
+        int ozC4 = oz / 16;
+        int mx   = oz % 16;
+
+        auto dstOz = weightDest->host<float>() + weightDest->stride(0) * ozC4 + mx;
+        for (int sz = 0; sz < ci; ++sz) {
+            int szC4         = sz / 16;
+            int my           = sz % 16;
+            auto srcSz       = srcOz + KernelY * KernelX * sz;
+            auto dstSz = dstOz + szC4 * weightDest->stride(1) + my * 16;
+
+            for (int i = 0; i < KernelY * KernelX; ++i) {
+                *(dstSz + i * weightDest->stride(2)) = srcSz[i];
+            }
+        }
+    }
+}
 
 ConvBufExecution::ConvBufExecution(const std::vector<Tensor *> &inputs, const std::vector<Tensor *> &outputs, const MNN::Op *op, Backend *backend)
     : ConvBufCommonExecution(op->main_as_Convolution2D(), backend) {
@@ -318,6 +402,7 @@ ConvBufExecution::ConvBufExecution(const std::vector<Tensor *> &inputs, const st
     mOutputChannel = conv2dCommonParams->outputCount();
     std::string kernelName = "conv_2d_c4h1w4";
     mInputChannel = inputs[0]->channel();
+    mUseSubgroup = mOpenCLBackend->getOpenCLRuntime()->getGpuType() == INTEL && mOpenCLBackend->getOpenCLRuntime()->isSupportedIntelSubgroup() && inputs.size() == 1 && mOutputChannel >= 16;
 
     std::shared_ptr<ConvolutionCommon::Int8Common> quanCommon;
     if (inputs.size() != 1) {
@@ -331,7 +416,55 @@ ConvBufExecution::ConvBufExecution(const std::vector<Tensor *> &inputs, const st
         mConv1x1Opt = (mKernelHeight == mKernelWidth && mKernelHeight == 1 && mPaddings[0] == 0 &&
         mPaddings[1] == 0 && mStrides[0] == 1 && mStrides[1] == 1 && inputs[0]->width() >= 4);
     }
-    if (mConv1x1Opt) {
+    if (mUseSubgroup) {
+        // create tensor for intel filter
+        mFilter.reset(Tensor::createDevice<float>(std::vector<int>{
+            UP_DIV(mOutputChannel, 16), UP_DIV(mInputChannel, 16), mKernelWidth * mKernelHeight, 16, 16}));
+        auto res = mOpenCLBackend->onAcquireBuffer(mFilter.get(), Backend::STATIC);
+        cl_int ret_code;
+        if (!res) {
+            mValid = false;
+            return;
+        }
+        if (mFilterDataPtr != nullptr) {
+            std::shared_ptr<Tensor> sourceWeight(
+                Tensor::create<float>(std::vector<int>{mOutputChannel, mInputChannel, mKernelWidth, mKernelHeight},
+                                      (void *)mFilterDataPtr, Tensor::CAFFE));
+            std::shared_ptr<Tensor> destWeight(Tensor::create<float>(std::vector<int>{
+                UP_DIV(mOutputChannel, 16), UP_DIV(mInputChannel, 16), mKernelWidth * mKernelHeight, 16, 16}));
+
+            transformWeight(destWeight.get(), sourceWeight.get());
+            auto weightDestSize = destWeight->size();
+
+            auto buffer_size = destWeight->elementSize();
+            if (mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) {
+                buffer_size *= sizeof(half_float::half);
+            } else {
+                buffer_size *= sizeof(float);
+            }
+
+            cl::Buffer &weightBuffer = *(cl::Buffer *)mFilter->buffer().device;
+
+            auto runTime = mOpenCLBackend->getOpenCLRuntime();
+            auto queue   = runTime->commandQueue();
+
+            auto weight_ptr = queue.enqueueMapBuffer(weightBuffer, CL_TRUE, CL_MAP_WRITE, 0, buffer_size, nullptr,
+                                                     nullptr, &ret_code);
+            if (weight_ptr != nullptr && ret_code == CL_SUCCESS) {
+                if (mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) {
+                    for (int i = 0; i < destWeight->elementSize(); i++) {
+                        ((half_float::half *)weight_ptr)[i] = (half_float::half)(destWeight->host<float>()[i]);
+                    }
+                } else {
+                    ::memcpy(weight_ptr, destWeight->host<float>(), buffer_size);
+                }
+            } else {
+                MNN_ERROR("Map error weightPtr == nullptr \n");
+            }
+
+            queue.enqueueUnmapMemObject(weightBuffer, weight_ptr);
+        }
+    }else if (mConv1x1Opt) {
         //At first, set packCout equal to 4
         setConv1x1WeightBuffer(4, 4, mFilterDataPtr);
         kernelName = "conv_2d_1x1_c4h1w4";
@@ -367,7 +500,6 @@ ConvBufExecution::ConvBufExecution(const std::vector<Tensor *> &inputs, const st
     } else if (mConv2dCommonParams->relu6()) {
         mBuildOptions.emplace("-DRELU6");
     }
-    mBuildOptions.emplace(std::string("-DIN_C_BLOCK=" + std::to_string(UP_DIV(mInputChannel, 4))));
 
     mKernel           = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf", kernelName, mBuildOptions);
     mMaxWorkGroupSize = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mKernel));
@@ -411,9 +543,116 @@ ErrorCode ConvBufExecution::onResize(const std::vector<Tensor *> &inputs, const
     auto padding = ConvolutionCommon::convolutionPad(input, output, mConv2dCommonParams);
     mPaddings[0] = padding.second;//padY
     mPaddings[1] = padding.first;//padX
+    
     std::string info = std::to_string(inputChannels) + "_" + std::to_string(mKernelHeight) + "_" + std::to_string(mKernelWidth) + "_" + std::to_string(mStrides[0]) + "_" + std::to_string(mStrides[1]) + "_" + std::to_string(mDilations[0]) + "_" + std::to_string(mDilations[1]);
-    if (mConv1x1Opt) {
+    if (mUseSubgroup) {
+        // create temp buffer for subgroup
+        int input_width_pad = mStrides[1] * (8 - 1) + (mKernelWidth - 1) * mDilations[1] + 1 + width * mStrides[1] + mPaddings[1];
+        int input_height_pad = inputHeight + 2 * mPaddings[0];
+        if (input->channel() >=16){
+            mSource.reset(Tensor::createDevice<float>(std::vector<int>{inputShape.at(0), UP_DIV(input->channel(), 16),(input_height_pad) * (input_width_pad), 16}, Tensor::CAFFE_C4));
+        } else {
+            input_width_pad = inputWidth;
+            input_height_pad = inputHeight;
+            mSource.reset(Tensor::createDevice<float>(std::vector<int>{inputShape.at(0), input->channel(), inputHeight, inputWidth}, Tensor::CAFFE_C4));
+        }
+        std::string kernelName[3];
+        uint32_t MaxWorkGroupSize = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->MaxWorkGroupSize());
+        uint32_t MaxThreadsPerDevice = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->MaxThreadsPerDevice());
+        bool isSupportedFP16 = mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16();
+
+        mOpenCLBackend->onAcquireBuffer(mSource.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onReleaseBuffer(mSource.get(), Backend::DYNAMIC);
+
+        int inputImageShape[2]             = {inputHeight, inputWidth};
+        int outputImageShape[2]            = {height, width};
+        int kernelShape[2]                 = {mKernelHeight, mKernelWidth};
+        int strideShape[2]                 = {mStrides[0], mStrides[1]};
+        int paddingShape[2]                = {mPaddings[0], mPaddings[1]};
+        int dilationShape[2]               = {mDilations[0], mDilations[1]};
+        std::set<std::string> buildOptions = mBuildOptions;
+        auto tune_param = GetTuningParams(inputs, outputs, MaxWorkGroupSize, isSupportedFP16, MaxThreadsPerDevice);
+        uint32_t blockWidth = tune_param.first;
+        uint32_t sub_group_size = 16;
+        uint32_t slm_div_factor = tune_param.second;
+        uint32_t work_group_size = sub_group_size * slm_div_factor;
+        uint32_t feature_block_size = 16;        
+        uint32_t input_line_size = strideShape[1] * (blockWidth - 1) + (kernelShape[1] - 1) * dilationShape[1] + 1;
+        uint32_t input_block_size = UP_DIV(input_line_size * kernelShape[0], sub_group_size);
+        buildOptions.emplace("-DOUTPUT_X_BLOCK_SIZE=" + std::to_string(blockWidth));
+        buildOptions.emplace("-DINPUT_LINE_SIZE=" + std::to_string(input_line_size));
+        buildOptions.emplace("-DINPUT_BLOCK_SIZE=" + std::to_string(input_block_size));
+        buildOptions.emplace("-DSUB_GROUP_SIZE=" + std::to_string(sub_group_size));
+        buildOptions.emplace("-DX_BLOCKS=" + std::to_string(UP_DIV(outputImageShape[1], blockWidth)));
+        buildOptions.emplace("-DSLM_DIV_FACTOR=" + std::to_string(slm_div_factor));
+        buildOptions.emplace("-DWORK_GROUP_SIZE=" + std::to_string(work_group_size));
+        buildOptions.emplace("-DIC_BLOCKS=" + std::to_string(UP_DIV(inputChannels, feature_block_size)));
+        buildOptions.emplace("-DINPUT_CHANNEL=" + std::to_string(inputChannels));
+        buildOptions.emplace("-DOUTPUT_CHANNEL=" + std::to_string(outChannel));
+        buildOptions.emplace("-DFILTER_HEIGHT=" + std::to_string(kernelShape[0]));
+        buildOptions.emplace("-DFILTER_WIDTH=" + std::to_string(kernelShape[1]));
+        buildOptions.emplace("-DDILATION_HEIGHT=" + std::to_string(dilationShape[0]));
+        buildOptions.emplace("-DDILATION_WIDTH=" + std::to_string(dilationShape[1]));
+        buildOptions.emplace("-DSTRIDE_HEIGHT=" + std::to_string(strideShape[0]));
+        buildOptions.emplace("-DSTRIDE_WIDTH=" + std::to_string(strideShape[1]));
+        buildOptions.emplace("-DINPUT_HEIGHT=" + std::to_string(inputImageShape[0]));
+        buildOptions.emplace("-DINPUT_WIDTH=" + std::to_string(inputImageShape[1]));
+        buildOptions.emplace("-DOUTPUT_HEIGHT=" + std::to_string(outputImageShape[0]));
+        buildOptions.emplace("-DOUTPUT_WIDTH=" + std::to_string(outputImageShape[1]));
+        buildOptions.emplace("-DPADDING_HEIGHT=" + std::to_string(paddingShape[0]));
+        buildOptions.emplace("-DPADDING_WIDTH=" + std::to_string(paddingShape[1]));
+        buildOptions.emplace("-DINPUT_HEIGHT_PAD=" + std::to_string(input_height_pad));
+        buildOptions.emplace("-DINPUT_WIDTH_PAD=" + std::to_string(input_width_pad));
+        if (outChannel % feature_block_size != 0) {
+             buildOptions.emplace("-DOUTPUT_LEFTOVERS=" + std::to_string(1));
+        }
+
+        {
+            uint32_t channel_block = 4;
+            if (inputChannels < 16) {
+                kernelName[0] = "transpose_c1";
+                mKernelSub[0] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf_subgroup", kernelName[0], buildOptions);
+            } else {
+                kernelName[0] = "transpose_c16";
+                mKernelSub[0] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf_subgroup", kernelName[0], buildOptions);
+                channel_block = 16;
+            }
+            uint32_t mMaxWGS_S = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mKernelSub[0]));
+
+            mGlobalWorkSizeSub[0] = {static_cast<uint32_t>(input_width_pad), static_cast<uint32_t>(input_height_pad),
+                                     static_cast<uint32_t>(inputShape.at(0) * UP_DIV(inputShape.at(3), channel_block))};
+            uint32_t idx      = 0;
+            mKernelSub[0].setArg(idx++, mGlobalWorkSizeSub[0][0]);
+            mKernelSub[0].setArg(idx++, mGlobalWorkSizeSub[0][1]);
+            mKernelSub[0].setArg(idx++, mGlobalWorkSizeSub[0][2]);
+            mKernelSub[0].setArg(idx++, openCLBuffer(input));
+            mKernelSub[0].setArg(idx++, openCLBuffer(mSource.get()));
+            mKernelSub[0].setArg(idx++, UP_DIV(inputShape.at(3), channel_block));
+
+            mLocalWorkSizeSub[0]  = localWS3DDefault(mGlobalWorkSizeSub[0], mMaxWGS_S, mOpenCLBackend->getOpenCLRuntime(), kernelName[0], mKernelSub[0]).first;
+        }
 
+        {
+            if (inputChannels < 16){
+                kernelName[1] = "conv_2d_buf_subgroup_c1";
+                mKernelSub[1] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf_subgroup", kernelName[1], buildOptions);
+            } else {
+                kernelName[1] = "conv_2d_buf_subgroup_c16";
+                mKernelSub[1] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("conv_2d_buf_subgroup", kernelName[1], buildOptions);
+            }
+
+            mGlobalWorkSizeSub[1] = {static_cast<uint32_t>(UP_DIV(outputShape.at(2), blockWidth) * outputShape.at(1)),
+                                     static_cast<uint32_t>(ROUND_UP(outputShape.at(3), sub_group_size) * slm_div_factor),
+                                 static_cast<uint32_t>(outputShape.at(0))};
+            mLocalWorkSizeSub[1]  = {1, static_cast<uint32_t>(sub_group_size * slm_div_factor), 1};
+            uint32_t idx      = 0;
+            mKernelSub[1].setArg(idx++, openCLBuffer(mSource.get()));
+            mKernelSub[1].setArg(idx++, openCLBuffer(output));
+            mKernelSub[1].setArg(idx++, openCLBuffer(mFilter.get()));
+            mKernelSub[1].setArg(idx++, openCLBuffer(mBias.get()));
+        }
+    }else if (mConv1x1Opt) {
+    
         // {"conv_2d_1x1_c4h1w4", "conv_2d_1x1_c4h1w2", "conv_2d_1x1_c4h1w1", "conv_2d_1x1_c8h1w4"};
         const int total_kernel = 5;
         std::string kernelName[total_kernel] = {"conv_2d_1x1_c4h1w4", "conv_2d_1x1_c4h1w2", "conv_2d_1x1_c4h1w1", "conv_2d_1x1_c8h1w4", "conv_2d_1x1_c8h1w2"};
@@ -630,17 +869,33 @@ ErrorCode ConvBufExecution::onExecute(const std::vector<Tensor *> &inputs, const
             mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueCopyBuffer(openCLBuffer(inputs[2]), openCLBuffer(mBias.get()), 0, 0, buffer_size);
         }
     }
-
 #ifdef ENABLE_OPENCL_TIME_PROFILER
-    cl::Event event;
-    runKernel2D(mKernel, mGlobalWorkSize, mLocalWorkSize,
-                mOpenCLBackend->getOpenCLRuntime(), &event);
-    
-    int costTime = (int)mOpenCLBackend->getOpenCLRuntime()->getCostTime(&event);
-    MNN_PRINT("kernel cost:%d    us ConvBuf2D\n",costTime);
+    if (mUseSubgroup) {
+        int costTime = 0;
+        for (int i = 0; i < 2; i++) {
+            cl::Event event;
+            run3DKernelDefault(mKernelSub[i], mGlobalWorkSizeSub[i], mLocalWorkSizeSub[i],
+                               mOpenCLBackend->getOpenCLRuntime(), &event);
+            int costTime0 = (int)mOpenCLBackend->getOpenCLRuntime()->getCostTime(&event);
+            costTime += costTime0;
+            MNN_PRINT("kernel cost:%d    us ConvBuf2DSub step %d\n", costTime0, i);
+        }
+        MNN_PRINT("kernel cost:%d    us total ConvBuf2DSub\n", costTime);
+    } else {
+        cl::Event event;
+        runKernel2D(mKernel, mGlobalWorkSize, mLocalWorkSize, mOpenCLBackend->getOpenCLRuntime(), &event);
+        int costTime = (int)mOpenCLBackend->getOpenCLRuntime()->getCostTime(&event);
+        MNN_PRINT("kernel cost:%d    us ConvBuf2D\n",costTime);
+    }  
 #else
-    runKernel2D(mKernel, mGlobalWorkSize, mLocalWorkSize,
-                mOpenCLBackend->getOpenCLRuntime());
+    if (mUseSubgroup) {
+        for (int i = 0; i < 2; i++) {
+            run3DKernelDefault(mKernelSub[i], mGlobalWorkSizeSub[i], mLocalWorkSizeSub[i],
+                               mOpenCLBackend->getOpenCLRuntime());
+        }
+    } else {
+        runKernel2D(mKernel, mGlobalWorkSize, mLocalWorkSize, mOpenCLBackend->getOpenCLRuntime());
+    }
 #endif
     
 #ifdef LOG_VERBOSE
@@ -669,7 +924,7 @@ class ConvolutionBufCreator : public OpenCLBackend::Creator {
             return new ConvBufExecution(inputs, outputs, op, backend);
         }
         auto conv2D = op->main_as_Convolution2D();
-        if (ConvBufWinograd::valid(conv2D->common(), inputs[0], outputs[0])) {
+        if (ConvBufWinograd::valid(conv2D->common(), inputs[0], outputs[0], static_cast<OpenCLBackend *>(backend)->getOpenCLRuntime()->getGpuType() == INTEL)) {
             return new ConvBufWinograd(conv2D, backend);
         }
         return new ConvBufExecution(inputs, outputs, op, backend);
diff --git a/source/backend/opencl/execution/buffer/ConvBufExecution.hpp b/source/backend/opencl/execution/buffer/ConvBufExecution.hpp
index 276cf87bf..ae5fcd0af 100644
--- a/source/backend/opencl/execution/buffer/ConvBufExecution.hpp
+++ b/source/backend/opencl/execution/buffer/ConvBufExecution.hpp
@@ -45,7 +45,8 @@ class ConvBufExecution : public ConvBufCommonExecution {
 
     void setConv1x1WeightBuffer(int packCout, int packCin, const float* filterDataPtr);
 private:
-    void _generateFilterConvertRegion(Tensor* virtualFilter, Tensor* originBuffer) const;
+    void _generateFilterConvertRegion(Tensor *virtualFilter, Tensor *originBuffer) const;
+    void transformWeight(const Tensor *weightDest, const Tensor *source);
 
     const Convolution2DCommon *mConv2dCommonParams;
     const Convolution2D *mConv2dParams;
@@ -60,8 +61,13 @@ class ConvBufExecution : public ConvBufCommonExecution {
     bool mIsTurn = false;
     bool mConv1x1Opt{false};
     bool mUseLocalMem{false};
+    bool mUseSubgroup{false};
     std::shared_ptr<cl::Buffer> mKernelBuffer;
     std::shared_ptr<cl::Buffer> mBiasBuffer;
+    std::shared_ptr<Tensor> mSource;
+    cl::Kernel mKernelSub[2];
+    std::vector<uint32_t> mGlobalWorkSizeSub[2];
+    std::vector<uint32_t> mLocalWorkSizeSub[2];
     int mKernelWidth;
     int mKernelHeight;
     int mOutputChannel;
diff --git a/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp b/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp
index 4fb987a3a..945783194 100644
--- a/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp
+++ b/source/backend/opencl/execution/buffer/ConvBufWinograd.cpp
@@ -18,7 +18,7 @@
 #define INTERP 1
 namespace MNN {
 namespace OpenCL {
-bool ConvBufWinograd::valid(const Convolution2DCommon* common, const Tensor* input, const Tensor* output, int limit) {
+bool ConvBufWinograd::valid(const Convolution2DCommon* common, const Tensor* input, const Tensor* output, bool isIntel, int limit) {
     if (common->strideX() != 1 || common->strideY() != 1) {
         return false;
     }
@@ -28,6 +28,9 @@ bool ConvBufWinograd::valid(const Convolution2DCommon* common, const Tensor* inp
     if(common->kernelX() != 3 || common->kernelY() != 3){
         return false;
     }
+    if (isIntel) {
+        return input->width() * input->height() <= 4096;
+    }
     if (output->channel() > 512) {
         return false;
     }
@@ -45,6 +48,7 @@ ConvBufWinograd::ConvBufWinograd(const MNN::Convolution2D* op, Backend* backend)
     MNN_ASSERT(1 == mCommon->strideX() && 1 == mCommon->strideY());
     MNN_ASSERT(1 == mCommon->dilateX() && 1 == mCommon->dilateY());
     auto runTime = mOpenCLBackend->getOpenCLRuntime();
+    mUseSubgroup = runTime->getGpuType() == INTEL && runTime->isSupportedIntelSubgroup();
     int ky       = mCommon->kernelY();
     int kx       = mCommon->kernelX();
 
@@ -64,7 +68,77 @@ ConvBufWinograd::ConvBufWinograd(const MNN::Convolution2D* op, Backend* backend)
         imageChannelType = CL_FLOAT;
     }
     // Create Buffer Object
-    {
+    if (mUseSubgroup) {
+        // create buffer for intel subgroup
+        cl_int ret_code;
+        size_t bias_element = ALIGN_UP4(oc);
+        size_t buffer_size;
+        if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) {
+            buffer_size = bias_element * sizeof(half_float::half);
+        } else {
+            buffer_size = bias_element * sizeof(float);
+        }
+        
+        mBias.reset(Tensor::createDevice<float>({1, 1, 1, (int)ALIGN_UP4(oc)}));
+        mOpenCLBackend->onAcquireBuffer(mBias.get(), Backend::STATIC);
+        cl::Buffer &bias_buffer = *(cl::Buffer *)mBias->buffer().device;
+
+        auto bias_ptr = queue.enqueueMapBuffer(bias_buffer, CL_TRUE, CL_MAP_WRITE, 0, buffer_size, nullptr, nullptr, &ret_code);
+        if(bias_ptr == nullptr || ret_code) {
+            MNN_ERROR("clBuffer map error!\n");
+        }
+        ::memset(bias_ptr, 0, buffer_size);
+        if(mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) {
+            for(int i=0; i<oc; i++) {
+                ((half_float::half *)bias_ptr)[i] = (half_float::half)op->bias()->data()[i];
+            }
+        } else {
+            ::memcpy(bias_ptr, op->bias()->data(), oc*sizeof(float));
+        }
+        queue.enqueueUnmapMemObject(bias_buffer, bias_ptr);
+
+
+        auto ocC16 = UP_DIV(oc, 16);
+        auto icC16 = UP_DIV(ic, 16);
+        std::shared_ptr<Tensor> sourceWeight(
+            Tensor::create<float>(std::vector<int>{oc, ic, ky, kx}, (void*)(filterDataPtr), Tensor::CAFFE));
+
+        int unit       = UNIT;
+        int kernelSize = kx;
+        Math::WinogradGenerater generator(unit, kernelSize, INTERP);
+        int alpha = unit + kernelSize - 1;
+        auto weightDest = generator.allocTransformWeight(sourceWeight.get(), 16, 16);
+        generator.transformWeight(weightDest.get(), sourceWeight.get());
+        auto weightDestSize = weightDest->size();
+
+        buffer_size = weightDest->elementSize();
+        if (mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) {
+            buffer_size *= sizeof(half_float::half);
+        } else {
+            buffer_size *= sizeof(float);
+        }
+
+        mWeight.reset(Tensor::createDevice<float>({alpha * alpha, ocC16, icC16, 16 * 16}, Tensor::CAFFE_C4)); // NHWC
+        mOpenCLBackend->onAcquireBuffer(mWeight.get(), Backend::STATIC);
+
+        cl::Buffer& weightBuffer = *(cl::Buffer*)mWeight->buffer().device;
+
+        auto weight_ptr =
+            queue.enqueueMapBuffer(weightBuffer, CL_TRUE, CL_MAP_WRITE, 0, buffer_size, nullptr, nullptr, &ret_code);
+        if (weight_ptr != nullptr && ret_code == CL_SUCCESS) {
+            if (mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16()) {
+                for (int i = 0; i < weightDest->elementSize(); i++) {
+                    ((half_float::half*)weight_ptr)[i] = (half_float::half)(weightDest->host<float>()[i]);
+                }
+            } else {
+                ::memcpy(weight_ptr, weightDest->host<float>(), buffer_size);
+            }
+        } else {
+            MNN_ERROR("Map error weightPtr == nullptr \n");
+        }
+
+        queue.enqueueUnmapMemObject(weightBuffer, weight_ptr);
+    }else{
         cl_int ret_code;
         size_t bias_element = ALIGN_UP4(oc);
         size_t buffer_size;
@@ -157,164 +231,290 @@ ErrorCode ConvBufWinograd::onResize(const std::vector<Tensor*>& inputs, const st
 
     auto runTime = mOpenCLBackend->getOpenCLRuntime();
 
-    mSource.reset(Tensor::createDevice<float>(
-        std::vector<int>{alpha * alpha, input->channel(), ROUND_UP(UP_DIV(wUnit * hUnit, 4), 2), 4}, Tensor::CAFFE_C4));
-    mDest.reset(Tensor::createDevice<float>(
-        std::vector<int>{4, wUnit * hUnit, UP_DIV(output->channel(), 4), alpha * alpha}, Tensor::CAFFE_C4));
+    if (mUseSubgroup) {
+        
+        mSource.reset(Tensor::createDevice<float>(std::vector<int>{alpha * alpha, UP_DIV(input->channel(), 16), ROUND_UP(wUnit * hUnit, 8), 16}, Tensor::CAFFE_C4));
+        mDest.reset(Tensor::createDevice<float>(std::vector<int>{alpha * alpha, UP_DIV(output->channel(), 16), ROUND_UP(wUnit * hUnit, 8), 16}, Tensor::CAFFE_C4));
 
-    mOpenCLBackend->onAcquireBuffer(mSource.get(), Backend::DYNAMIC);
-    mOpenCLBackend->onAcquireBuffer(mDest.get(), Backend::DYNAMIC);
-    mOpenCLBackend->onReleaseBuffer(mSource.get(), Backend::DYNAMIC);
-    mOpenCLBackend->onReleaseBuffer(mDest.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onAcquireBuffer(mSource.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onAcquireBuffer(mDest.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onReleaseBuffer(mSource.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onReleaseBuffer(mDest.get(), Backend::DYNAMIC);
 
-    auto icC4 = UP_DIV(input->channel(), 4);
-    auto ocC4 = UP_DIV(output->channel(), 4);
-    
-    uint32_t total_num = input->batch();
-    mSourceTransform.resize(total_num);
-    mMatMul.resize(total_num);
-    mDestTransform.resize(total_num);
-    mMaxWGS_S.resize(total_num);
-    mMaxWGS_D.resize(total_num);
-    mMaxWGS_M.resize(total_num);
-    
-    std::set<std::string> basic;
-    /*Create Kernel*/
-    for(int i = 0; i < total_num; i++) {
-        char format[20];
-        ::memset(format, 0, sizeof(format));
-        sprintf(format, "%d_%d_%d", UNIT, mKernelX, INTERP);
-        auto formatStr = std::string(format);
-        mSourceTransform[i] =
-            runTime->buildKernel("winogradTransform_buf",
-                                 "winoTransSrcBuf" + formatStr, basic);
-        mMaxWGS_S[i] = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mSourceTransform[i]));
-        {
-            std::set<std::string> buildOptions = basic;
-            if (mCommon->relu()) {
-                buildOptions.emplace("-DRELU");
+        auto icC4  = UP_DIV(input->channel(), 4);
+        auto icC16 = UP_DIV(input->channel(), 16);
+        auto ocC4  = UP_DIV(output->channel(), 4);
+        auto ocC16 = UP_DIV(output->channel(), 16);
+
+        uint32_t total_num = input->batch();
+        mSourceTransform.resize(total_num);
+        mMatMul.resize(total_num);
+        mDestTransform.resize(total_num);
+        mMaxWGS_S.resize(total_num);
+        mMaxWGS_D.resize(total_num);
+        mMaxWGS_M.resize(total_num);
+
+        std::set<std::string> basic;
+        uint32_t type_size = mOpenCLBackend->getOpenCLRuntime()->isSupportedFP16() ? 2 : 4;
+        basic.emplace("-DUSE_SUB_GROUP");
+        basic.emplace("-DTYPE_SIZE=" + std::to_string(type_size));
+        /*Create Kernel*/
+        for (int i = 0; i < total_num; i++) {
+            char format[20];
+            ::memset(format, 0, sizeof(format));
+            sprintf(format, "%d_%d_%d", UNIT, mKernelX, INTERP);
+            auto formatStr = std::string(format);
+            mSourceTransform[i] = runTime->buildKernel("winogradTransform_buf", "winoTransSrcBuf_intel" + formatStr, basic);
+            mMaxWGS_S[i] = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mSourceTransform[i]));
+            {
+                std::set<std::string> buildOptions = basic;
+                if (mCommon->relu()) {
+                    buildOptions.emplace("-DRELU");
+                }
+                if (mCommon->relu6()) {
+                    buildOptions.emplace("-DRELU6");
+                }
+                mDestTransform[i] = runTime->buildKernel("winogradTransform_buf", "winoTransDstBuf_intel" + formatStr, buildOptions);
+                mMaxWGS_D[i] = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mDestTransform[i]));
             }
-            if (mCommon->relu6()) {
-                buildOptions.emplace("-DRELU6");
+        }
+
+        mGWS_S.resize(total_num);
+        mGWS_D.resize(total_num);
+        mGWS_M.resize(total_num);
+        mLWS_S.resize(total_num);
+        mLWS_D.resize(total_num);
+        mLWS_M.resize(total_num);
+
+        for (int b = 0; b < input->batch(); ++b) {
+            int hCount = hUnit;
+            int wCount = wUnit;
+            int width_pack = ROUND_UP(hCount * wCount, 8);
+
+            // Source Transform
+            {
+                mGWS_S[b] = {static_cast<uint32_t>(wCount * hCount), static_cast<uint32_t>(ROUND_UP(input->channel(), 16) / 4)};
+                int index = 0;
+                mSourceTransform[b].setArg(index++, mGWS_S[b][0]);
+                mSourceTransform[b].setArg(index++, mGWS_S[b][1]);
+                mSourceTransform[b].setArg(index++, openCLBuffer(input));
+                mSourceTransform[b].setArg(index++, openCLBuffer(mSource.get()));
+                mSourceTransform[b].setArg(index++, wCount);
+                mSourceTransform[b].setArg(index++, hCount);
+                mSourceTransform[b].setArg(index++, padX);
+                mSourceTransform[b].setArg(index++, padY);
+                mSourceTransform[b].setArg(index++, input->width());
+                mSourceTransform[b].setArg(index++, input->height());
+                mSourceTransform[b].setArg(index++, icC4);
+                mSourceTransform[b].setArg(index++, icC16);
+                mSourceTransform[b].setArg(index++, width_pack);
+                mSourceTransform[b].setArg(index++, b);
+
+                std::string kernelName = "winoTransSrcBufSub" + std::to_string(mGWS_S[b][0]) + "_" + std::to_string(mGWS_S[b][1]);;
+                mLWS_S[b] = localWS2DDefault(mGWS_S[b], mMaxWGS_S[b], mOpenCLBackend->getOpenCLRuntime(), kernelName, mSourceTransform[b]).first;
+            }
+
+            // MatMul
+            {
+                auto gemmHeight = ocC4;
+                auto gemmWidth  = wCount * hCount;
+
+                mGWS_M[b] = {static_cast<uint32_t>(UP_DIV(gemmWidth, 8)), static_cast<uint32_t>(ROUND_UP(output->channel(), 16)), static_cast<uint32_t>(alpha * alpha)};
+                mLWS_M[b] = {1, 16, 1};
+                std::set<std::string> buildOptions = basic;
+                buildOptions.emplace("-DBLOCK_SIZE=" + std::to_string(8));
+                mMatMul[b] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm_buf", "gemm_buf_intel", buildOptions);
+
+                int index = 0;
+                mMatMul[b].setArg(index++, openCLBuffer(mSource.get()));
+                mMatMul[b].setArg(index++, openCLBuffer(mWeight.get()));
+                mMatMul[b].setArg(index++, openCLBuffer(mDest.get()));
+                mMatMul[b].setArg(index++, width_pack);
+                mMatMul[b].setArg(index++, ocC16);
+                mMatMul[b].setArg(index++, icC16);
+                mMatMul[b].setArg(index++, alpha * alpha);
+            }
+
+            // Dest Transform
+            {
+                mGWS_D[b] = {static_cast<uint32_t>(wCount * hCount), static_cast<uint32_t>(ocC4)};
+
+                int index = 0;
+                mDestTransform[b].setArg(index++, mGWS_D[b][0]);
+                mDestTransform[b].setArg(index++, mGWS_D[b][1]);
+                mDestTransform[b].setArg(index++, openCLBuffer(mDest.get()));
+                mDestTransform[b].setArg(index++, openCLBuffer(mBias.get()));
+                mDestTransform[b].setArg(index++, openCLBuffer(output));
+                mDestTransform[b].setArg(index++, wCount);
+                mDestTransform[b].setArg(index++, hCount);
+                mDestTransform[b].setArg(index++, output->width());
+                mDestTransform[b].setArg(index++, output->height());
+                mDestTransform[b].setArg(index++, ocC4);
+                mDestTransform[b].setArg(index++, ocC16);
+                mDestTransform[b].setArg(index++, width_pack);
+                mDestTransform[b].setArg(index++, b);
+
+                std::string kernelName = "winoTransDstBufSub_" + std::to_string(mGWS_D[b][0]) + "_" + std::to_string(mGWS_D[b][1]);
+                mLWS_D[b] = localWS2DDefault(mGWS_D[b], mMaxWGS_D[b], mOpenCLBackend->getOpenCLRuntime(), kernelName, mDestTransform[b]).first;
             }
-            mDestTransform[i] =
-                runTime->buildKernel("winogradTransform_buf",
-                                     "winoTransDstBuf" + formatStr, buildOptions);
-            mMaxWGS_D[i] = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mDestTransform[i]));
         }
-    }
-    
-    mGWS_S.resize(total_num);
-    mGWS_D.resize(total_num);
-    mGWS_M.resize(total_num);
-    mLWS_S.resize(total_num);
-    mLWS_D.resize(total_num);
-    mLWS_M.resize(total_num);
+    } else {
+        mSource.reset(Tensor::createDevice<float>(
+            std::vector<int>{alpha * alpha, input->channel(), ROUND_UP(UP_DIV(wUnit * hUnit, 4), 2), 4},
+            Tensor::CAFFE_C4));
+        mDest.reset(Tensor::createDevice<float>(
+            std::vector<int>{4, wUnit * hUnit, UP_DIV(output->channel(), 4), alpha * alpha}, Tensor::CAFFE_C4));
 
-    for (int b = 0; b < input->batch(); ++b) {
-        int hCount = hUnit;
-        int wCount = wUnit;
-                
-        // Source Transform
-        {
-            mGWS_S[b] = {static_cast<uint32_t>(wCount * hCount), static_cast<uint32_t>(icC4)};
-            int index = 0;
-            mSourceTransform[b].setArg(index++, mGWS_S[b][0]);
-            mSourceTransform[b].setArg(index++, mGWS_S[b][1]);
-            mSourceTransform[b].setArg(index++, openCLBuffer(input));
-            mSourceTransform[b].setArg(index++, openCLBuffer(mSource.get()));
-            mSourceTransform[b].setArg(index++, wCount);
-            mSourceTransform[b].setArg(index++, hCount);
-            mSourceTransform[b].setArg(index++, padX);
-            mSourceTransform[b].setArg(index++, padY);
-            mSourceTransform[b].setArg(index++, input->width());
-            mSourceTransform[b].setArg(index++, input->height());
-            mSourceTransform[b].setArg(index++, icC4);
-            mSourceTransform[b].setArg(index++, b);
-            
-            std::string kernelName = "winoTransSrcBuf";
-            mLWS_S[b] = localWS2DDefault(mGWS_S[b], mMaxWGS_S[b], mOpenCLBackend->getOpenCLRuntime(), kernelName, mSourceTransform[b]).first;
+        mOpenCLBackend->onAcquireBuffer(mSource.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onAcquireBuffer(mDest.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onReleaseBuffer(mSource.get(), Backend::DYNAMIC);
+        mOpenCLBackend->onReleaseBuffer(mDest.get(), Backend::DYNAMIC);
+
+        auto icC4 = UP_DIV(input->channel(), 4);
+        auto ocC4 = UP_DIV(output->channel(), 4);
+
+        uint32_t total_num = input->batch();
+        mSourceTransform.resize(total_num);
+        mMatMul.resize(total_num);
+        mDestTransform.resize(total_num);
+        mMaxWGS_S.resize(total_num);
+        mMaxWGS_D.resize(total_num);
+        mMaxWGS_M.resize(total_num);
+
+        std::set<std::string> basic;
+        /*Create Kernel*/
+        for (int i = 0; i < total_num; i++) {
+            char format[20];
+            ::memset(format, 0, sizeof(format));
+            sprintf(format, "%d_%d_%d", UNIT, mKernelX, INTERP);
+            auto formatStr      = std::string(format);
+            mSourceTransform[i] = runTime->buildKernel("winogradTransform_buf", "winoTransSrcBuf" + formatStr, basic);
+            mMaxWGS_S[i] = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mSourceTransform[i]));
+            {
+                std::set<std::string> buildOptions = basic;
+                if (mCommon->relu()) {
+                    buildOptions.emplace("-DRELU");
+                }
+                if (mCommon->relu6()) {
+                    buildOptions.emplace("-DRELU6");
+                }
+                mDestTransform[i] = runTime->buildKernel("winogradTransform_buf", "winoTransDstBuf" + formatStr, buildOptions);
+                mMaxWGS_D[i] = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(mDestTransform[i]));
+            }
         }
-        
-        // MatMul
-        {
-            auto gemmHeight = ocC4;
-            auto gemmWidth = UP_DIV(wCount * hCount, 4);
-            
-            const int total_kernel = 2;
-            const std::string kernelName[total_kernel] = {"gemm_buf", "gemm_buf2"};
-            int itemW[total_kernel] = {1, 2};
-            
-            int actual_kernel = total_kernel;
-            if(mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == Normal || mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == Fast || mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == None) {
-                actual_kernel = 1;
+
+        mGWS_S.resize(total_num);
+        mGWS_D.resize(total_num);
+        mGWS_M.resize(total_num);
+        mLWS_S.resize(total_num);
+        mLWS_D.resize(total_num);
+        mLWS_M.resize(total_num);
+
+        for (int b = 0; b < input->batch(); ++b) {
+            int hCount = hUnit;
+            int wCount = wUnit;
+
+            // Source Transform
+            {
+                mGWS_S[b] = {static_cast<uint32_t>(wCount * hCount), static_cast<uint32_t>(icC4)};
+                int index = 0;
+                mSourceTransform[b].setArg(index++, mGWS_S[b][0]);
+                mSourceTransform[b].setArg(index++, mGWS_S[b][1]);
+                mSourceTransform[b].setArg(index++, openCLBuffer(input));
+                mSourceTransform[b].setArg(index++, openCLBuffer(mSource.get()));
+                mSourceTransform[b].setArg(index++, wCount);
+                mSourceTransform[b].setArg(index++, hCount);
+                mSourceTransform[b].setArg(index++, padX);
+                mSourceTransform[b].setArg(index++, padY);
+                mSourceTransform[b].setArg(index++, input->width());
+                mSourceTransform[b].setArg(index++, input->height());
+                mSourceTransform[b].setArg(index++, icC4);
+                mSourceTransform[b].setArg(index++, b);
+
+                std::string kernelName = "winoTransSrcBuf";
+                mLWS_S[b] = localWS2DDefault(mGWS_S[b], mMaxWGS_S[b], mOpenCLBackend->getOpenCLRuntime(), kernelName, mSourceTransform[b]).first;
             }
-        
-            cl::Kernel kernel[total_kernel];
-            std::vector<uint32_t> globalWorkSize[total_kernel];
-            std::vector<uint32_t> localWorkSize[total_kernel];
-            std::pair<uint32_t, int> min_cost(UINT_MAX, 0);//(min_time, min_index)
-            for(int knl_idx = 0; knl_idx < actual_kernel; knl_idx++) {
-                kernel[knl_idx]        = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm_buf", kernelName[knl_idx], basic);
-                uint32_t maxWorkGroupSize = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(kernel[knl_idx]));
-                
-                globalWorkSize[knl_idx] = {static_cast<uint32_t>(UP_DIV(gemmWidth, itemW[knl_idx])*gemmHeight), static_cast<uint32_t>(alpha * alpha)};
-                uint32_t index = 0;
-                kernel[knl_idx].setArg(index++, globalWorkSize[knl_idx][0]);
-                kernel[knl_idx].setArg(index++, globalWorkSize[knl_idx][1]);
-                kernel[knl_idx].setArg(index++, openCLBuffer(mSource.get()));
-                kernel[knl_idx].setArg(index++, openCLBuffer(mWeight.get()));
-                kernel[knl_idx].setArg(index++, openCLBuffer(mDest.get()));
-                kernel[knl_idx].setArg(index++, gemmWidth);
-                kernel[knl_idx].setArg(index++, gemmHeight);
-                kernel[knl_idx].setArg(index++, icC4);
-                kernel[knl_idx].setArg(index++, alpha*alpha);
-
-                std::pair<std::vector<uint32_t>, uint32_t> retTune;
-                retTune = localWS2DDefault(globalWorkSize[knl_idx], maxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), kernelName[knl_idx], kernel[knl_idx]);
-                //printf("gemm %d, %d\n", knl_idx, retTune.second);
-                if(min_cost.first > retTune.second) {
-                    min_cost.first = retTune.second;
-                    min_cost.second = knl_idx;
-                    mLWS_M[b] = {retTune.first[0], retTune.first[1]};
+
+            // MatMul
+            {
+                auto gemmHeight = ocC4;
+                auto gemmWidth  = UP_DIV(wCount * hCount, 4);
+
+                const int total_kernel                     = 2;
+                const std::string kernelName[total_kernel] = {"gemm_buf", "gemm_buf2"};
+                int itemW[total_kernel]                    = {1, 2};
+
+                int actual_kernel = total_kernel;
+                if (mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == Normal || mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == Fast || mOpenCLBackend->getOpenCLRuntime()->getCLTuneLevel() == None) {
+                    actual_kernel = 1;
                 }
+
+                cl::Kernel kernel[total_kernel];
+                std::vector<uint32_t> globalWorkSize[total_kernel];
+                std::vector<uint32_t> localWorkSize[total_kernel];
+                std::pair<uint32_t, int> min_cost(UINT_MAX, 0); //(min_time, min_index)
+                for (int knl_idx = 0; knl_idx < actual_kernel; knl_idx++) {
+                    kernel[knl_idx] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm_buf", kernelName[knl_idx], basic);
+                    uint32_t maxWorkGroupSize = static_cast<uint32_t>(mOpenCLBackend->getOpenCLRuntime()->getMaxWorkGroupSize(kernel[knl_idx]));
+
+                    globalWorkSize[knl_idx] = {static_cast<uint32_t>(UP_DIV(gemmWidth, itemW[knl_idx]) * gemmHeight), static_cast<uint32_t>(alpha * alpha)};
+                    uint32_t index = 0;
+                    kernel[knl_idx].setArg(index++, globalWorkSize[knl_idx][0]);
+                    kernel[knl_idx].setArg(index++, globalWorkSize[knl_idx][1]);
+                    kernel[knl_idx].setArg(index++, openCLBuffer(mSource.get()));
+                    kernel[knl_idx].setArg(index++, openCLBuffer(mWeight.get()));
+                    kernel[knl_idx].setArg(index++, openCLBuffer(mDest.get()));
+                    kernel[knl_idx].setArg(index++, gemmWidth);
+                    kernel[knl_idx].setArg(index++, gemmHeight);
+                    kernel[knl_idx].setArg(index++, icC4);
+                    kernel[knl_idx].setArg(index++, alpha * alpha);
+
+                    std::pair<std::vector<uint32_t>, uint32_t> retTune;
+                    retTune = localWS2DDefault(globalWorkSize[knl_idx], maxWorkGroupSize, mOpenCLBackend->getOpenCLRuntime(), kernelName[knl_idx], kernel[knl_idx]);
+                    // printf("gemm %d, %d\n", knl_idx, retTune.second);
+                    if (min_cost.first > retTune.second) {
+                        min_cost.first  = retTune.second;
+                        min_cost.second = knl_idx;
+                        mLWS_M[b]       = {retTune.first[0], retTune.first[1]};
+                    }
+                }
+                int min_index = min_cost.second;
+                // mKernel = kernel[min_index];
+                mGWS_M[b]  = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]};
+                mMatMul[b] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm_buf", kernelName[min_index], basic);
+
+                int index = 0;
+                mMatMul[b].setArg(index++, mGWS_M[b][0]);
+                mMatMul[b].setArg(index++, mGWS_M[b][1]);
+                mMatMul[b].setArg(index++, openCLBuffer(mSource.get()));
+                mMatMul[b].setArg(index++, openCLBuffer(mWeight.get()));
+                mMatMul[b].setArg(index++, openCLBuffer(mDest.get()));
+                mMatMul[b].setArg(index++, gemmWidth);
+                mMatMul[b].setArg(index++, gemmHeight);
+                mMatMul[b].setArg(index++, icC4);
+                mMatMul[b].setArg(index++, alpha * alpha);
+            }
+
+            // Dest Transform
+            {
+                mGWS_D[b] = {static_cast<uint32_t>(wCount * hCount), static_cast<uint32_t>(ocC4)};
+
+                int index = 0;
+                mDestTransform[b].setArg(index++, mGWS_D[b][0]);
+                mDestTransform[b].setArg(index++, mGWS_D[b][1]);
+                mDestTransform[b].setArg(index++, openCLBuffer(mDest.get()));
+                mDestTransform[b].setArg(index++, openCLBuffer(mBias.get()));
+                mDestTransform[b].setArg(index++, openCLBuffer(output));
+                mDestTransform[b].setArg(index++, wCount);
+                mDestTransform[b].setArg(index++, hCount);
+                mDestTransform[b].setArg(index++, output->width());
+                mDestTransform[b].setArg(index++, output->height());
+                mDestTransform[b].setArg(index++, ocC4);
+                mDestTransform[b].setArg(index++, b);
+
+                std::string kernelName = "winoTransDstBuf";
+                mLWS_D[b] = localWS2DDefault(mGWS_D[b], mMaxWGS_D[b], mOpenCLBackend->getOpenCLRuntime(), kernelName, mDestTransform[b]).first;
             }
-            int min_index  = min_cost.second;
-            //mKernel = kernel[min_index];
-            mGWS_M[b] = {globalWorkSize[min_index][0], globalWorkSize[min_index][1]};
-            mMatMul[b] = mOpenCLBackend->getOpenCLRuntime()->buildKernel("gemm_buf", kernelName[min_index], basic);
-            
-            int index = 0;
-            mMatMul[b].setArg(index++, mGWS_M[b][0]);
-            mMatMul[b].setArg(index++, mGWS_M[b][1]);
-            mMatMul[b].setArg(index++, openCLBuffer(mSource.get()));
-            mMatMul[b].setArg(index++, openCLBuffer(mWeight.get()));
-            mMatMul[b].setArg(index++, openCLBuffer(mDest.get()));
-            mMatMul[b].setArg(index++, gemmWidth);
-            mMatMul[b].setArg(index++, gemmHeight);
-            mMatMul[b].setArg(index++, icC4);
-            mMatMul[b].setArg(index++, alpha*alpha);
-        }
-        
-        // Dest Transform
-        {
-            mGWS_D[b] = {static_cast<uint32_t>(wCount*hCount), static_cast<uint32_t>(ocC4)};
-
-            int index = 0;
-            mDestTransform[b].setArg(index++, mGWS_D[b][0]);
-            mDestTransform[b].setArg(index++, mGWS_D[b][1]);
-            mDestTransform[b].setArg(index++, openCLBuffer(mDest.get()));
-            mDestTransform[b].setArg(index++, openCLBuffer(mBias.get()));
-            mDestTransform[b].setArg(index++, openCLBuffer(output));
-            mDestTransform[b].setArg(index++, wCount);
-            mDestTransform[b].setArg(index++, hCount);
-            mDestTransform[b].setArg(index++, output->width());
-            mDestTransform[b].setArg(index++, output->height());
-            mDestTransform[b].setArg(index++, ocC4);
-            mDestTransform[b].setArg(index++, b);
-            
-            std::string kernelName = "winoTransDstBuf";
-            mLWS_D[b] = localWS2DDefault(mGWS_D[b], mMaxWGS_D[b], mOpenCLBackend->getOpenCLRuntime(), kernelName, mDestTransform[b]).first;
         }
     }
     
@@ -350,15 +550,21 @@ ErrorCode ConvBufWinograd::onExecute(const std::vector<Tensor*>& inputs, const s
         {
         #ifdef ENABLE_OPENCL_TIME_PROFILER
             cl::Event event;
-            runKernel2D(mMatMul[index], mGWS_M[index], mLWS_M[index],
-                        mOpenCLBackend->getOpenCLRuntime(), &event);
+            if (mUseSubgroup) {
+                run3DKernelDefault(mMatMul[index], mGWS_M[index], mLWS_M[index], mOpenCLBackend->getOpenCLRuntime(), &event);
+            } else {
+                runKernel2D(mMatMul[index], mGWS_M[index], mLWS_M[index], mOpenCLBackend->getOpenCLRuntime(), &event);
+            }
             
             int costTime1 = (int)mOpenCLBackend->getOpenCLRuntime()->getCostTime(&event);
             costTime += costTime1;
             MNN_PRINT("kernel cost:%d    us ConvWino1\n",costTime1);
         #else
-            runKernel2D(mMatMul[index], mGWS_M[index], mLWS_M[index],
-                        mOpenCLBackend->getOpenCLRuntime());
+            if (mUseSubgroup) {
+                run3DKernelDefault(mMatMul[index], mGWS_M[index], mLWS_M[index], mOpenCLBackend->getOpenCLRuntime());
+            } else {
+                runKernel2D(mMatMul[index], mGWS_M[index], mLWS_M[index], mOpenCLBackend->getOpenCLRuntime());
+            }
         #endif
         }
 
diff --git a/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp b/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp
index 580201b0c..fb40030a1 100644
--- a/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp
+++ b/source/backend/opencl/execution/buffer/ConvBufWinograd.hpp
@@ -28,7 +28,7 @@ class ConvBufWinograd : public Execution {
 
     virtual ErrorCode onResize(const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs) override;
     virtual ErrorCode onExecute(const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs) override;
-    static bool valid(const Convolution2DCommon* common, const Tensor* input, const Tensor* output, int limit = 8192);
+    static bool valid(const Convolution2DCommon* common, const Tensor* input, const Tensor* output, bool isIntel = false, int limit = 8192);
     std::vector<uint32_t> getLocalWS(std::string kernelName, int index, std::vector<uint32_t> &gws, const uint32_t maxWorkGroupSize, cl::Kernel mKernel);
 
 private:
@@ -38,6 +38,7 @@ class ConvBufWinograd : public Execution {
     int mKernelY;
     int mStrideX;
     int mStrideY;
+    bool mUseSubgroup{false};
     std::shared_ptr<Tensor> mWeight;
     std::shared_ptr<Tensor> mBias;
 
diff --git a/source/backend/opencl/execution/buffer/RasterBufExecution.cpp b/source/backend/opencl/execution/buffer/RasterBufExecution.cpp
index 87e4afe09..66963e39b 100644
--- a/source/backend/opencl/execution/buffer/RasterBufExecution.cpp
+++ b/source/backend/opencl/execution/buffer/RasterBufExecution.cpp
@@ -21,6 +21,7 @@ RasterBufExecution::RasterBufExecution(const std::vector<Tensor *> &inputs, cons
     : CommonExecution(backend) {
     mOpenCLBackend = (OpenCLBackend *)backend;
     mOp = op;
+    mOpType = op->type();
     //nothing to do
 }
 
diff --git a/source/backend/opencl/execution/buffer/ReluBufExecution.cpp b/source/backend/opencl/execution/buffer/ReluBufExecution.cpp
index 00585880c..1388fc9de 100644
--- a/source/backend/opencl/execution/buffer/ReluBufExecution.cpp
+++ b/source/backend/opencl/execution/buffer/ReluBufExecution.cpp
@@ -52,6 +52,7 @@ ReluBufExecution::ReluBufExecution(const std::vector<Tensor *> &inputs, const MN
     mOpenCLBackend->getOpenCLRuntime()->commandQueue().enqueueUnmapMemObject(preluBuffer, preluDataPtrCL);
         
     mOp = op;
+    mOpType = op->type();
 }
 
 ReluBufExecution::~ReluBufExecution() {
diff --git a/source/backend/opencl/execution/cl/buffer_convert_buf.cl b/source/backend/opencl/execution/cl/buffer_convert_buf.cl
index 74d4e1c67..e816cce18 100644
--- a/source/backend/opencl/execution/cl/buffer_convert_buf.cl
+++ b/source/backend/opencl/execution/cl/buffer_convert_buf.cl
@@ -10,11 +10,7 @@
 
 // convert data from buffer(nhwc) to buffer(nc4hw4)
 __kernel void nhwc_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
-                                   #ifdef BUFFER_FORMAT_INP_TRANS
-                                   __global const float *input_ptr,
-                                   #else
                                    __global const FLOAT *input_ptr,
-                                   #endif
                                    __private const int height,
                                    __private const int width, __private const int channels,
                                    __global FLOAT *output) {
@@ -32,13 +28,8 @@ __kernel void nhwc_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
     const int remain_channel                = channels - channel_4_idx;
     FLOAT4 values                           = 0;
 
-    #ifdef BUFFER_FORMAT_INP_TRANS
-    __global const float *input_current_ptr = input_ptr + buffer_offset;
-    values                                  = CONVERT_FLOAT4(vload4(0, input_current_ptr));
-    #else
     __global const FLOAT *input_current_ptr = input_ptr + buffer_offset;
     values                                  = vload4(0, input_current_ptr);
-    #endif
 
     if (remain_channel == 3) {
         values.w = 0;
@@ -54,13 +45,47 @@ __kernel void nhwc_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
     vstore4(values, 0, output+out_offset);
 }
 
+// convert data from buffer(nhwc) to buffer(nc4hw4) float input
+__kernel void nhwc_buffer_to_nc4hw4_buffer_floatin(GLOBAL_SIZE_2_DIMS
+                                   __global const float *input_ptr,
+                                   __private const int height,
+                                   __private const int width, __private const int channels,
+                                   __global FLOAT *output) {
+    int image_width_idx  = get_global_id(0);
+    int image_height_idx = get_global_id(1);
+
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int batch_idx     = image_height_idx / height;
+    const int height_idx    = image_height_idx % height;
+    const int width_idx     = image_width_idx % width;
+    const int channel_4_idx = (image_width_idx / width) << 2;
+    const int buffer_offset = ((batch_idx * height + height_idx) * width + width_idx) * channels + channel_4_idx;
+
+    const int remain_channel                = channels - channel_4_idx;
+    FLOAT4 values                           = 0;
+
+    __global const float *input_current_ptr = input_ptr + buffer_offset;
+    values                                  = CONVERT_FLOAT4(vload4(0, input_current_ptr));
+
+    if (remain_channel == 3) {
+        values.w = 0;
+    } else if (remain_channel == 2) {
+        values.z = 0;
+        values.w = 0;
+    } else if (remain_channel == 1) {
+        values.y = 0;
+        values.z = 0;
+        values.w = 0;
+    }
+    const int out_offset = (((batch_idx * ((channels+3)/4) + channel_4_idx/4) * height + height_idx) * width + width_idx)*4;
+    vstore4(values, 0, output+out_offset);
+}
+
+
 // convert data from buffer(nchw) to buffer(nc4hw4)
 __kernel void nchw_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
-                                   #ifdef BUFFER_FORMAT_INP_TRANS
-                                   __global const float *input_ptr,
-                                   #else
                                    __global const FLOAT *input_ptr,
-                                   #endif
                                    __private const int height, __private const int width, __private const int channels,
                                    __global FLOAT *output) {
     int image_width_idx  = get_global_id(0);
@@ -108,13 +133,60 @@ __kernel void nchw_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
     vstore4(output_values, 0, output+out_offset);
 }
 
+// convert data from buffer(nchw) to buffer(nc4hw4)
+__kernel void nchw_buffer_to_nc4hw4_buffer_floatin(GLOBAL_SIZE_2_DIMS
+                                   __global const float *input_ptr,
+                                   __private const int height, __private const int width, __private const int channels,
+                                   __global FLOAT *output) {
+    int image_width_idx  = get_global_id(0);
+    int image_height_idx = get_global_id(1);
+    
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int batch_idx     = image_height_idx / height;
+    const int height_idx    = image_height_idx % height;
+    const int width_idx     = image_width_idx % width;
+    const int channel_4_idx = image_width_idx / width << 2;
+    const int buffer_offset = ((batch_idx * channels + channel_4_idx) * height + height_idx) * width + width_idx;
+
+    const int remain_channel    = channels - channel_4_idx;
+    const int height_width_size = height * width;
+    FLOAT4 output_values    = 0;
+
+    if (remain_channel >= 4) {
+        int offset      = buffer_offset;
+        output_values.x = (FLOAT)*(input_ptr + offset);
+        offset += height_width_size;
+        output_values.y = (FLOAT)*(input_ptr + offset);
+        offset += height_width_size;
+        output_values.z = (FLOAT)*(input_ptr + offset);
+        offset += height_width_size;
+        output_values.w = (FLOAT)*(input_ptr + offset);
+    } else if (remain_channel == 3) {
+        int offset      = buffer_offset;
+        output_values.x = (FLOAT)*(input_ptr + offset);
+        offset += height_width_size;
+        output_values.y = (FLOAT)*(input_ptr + offset);
+        offset += height_width_size;
+        output_values.z = (FLOAT)*(input_ptr + offset);
+    } else if (remain_channel == 2) {
+        int offset      = buffer_offset;
+        output_values.x = (FLOAT)*(input_ptr + offset);
+        offset += height_width_size;
+        output_values.y = (FLOAT)*(input_ptr + offset);
+    } else if (remain_channel == 1) {
+        int offset      = buffer_offset;
+        output_values.x = (FLOAT)*(input_ptr + offset);
+    }
+
+    const int out_offset = (((batch_idx * ((channels+3)/4) + channel_4_idx/4) * height + height_idx) * width + width_idx)*4;
+    vstore4(output_values, 0, output+out_offset);
+}
+
+
 // convert data from image(b h, ic/4 w ic4) to buffer(nhwc)
 __kernel void nc4hw4_buffer_to_nhwc_buffer(GLOBAL_SIZE_2_DIMS
-                                    #ifdef BUFFER_FORMAT_OUT_TRANS
-                                    __global float *output,
-                                    #else
                                     __global FLOAT *output,
-                                    #endif
                                     __private const int height, __private const int width,
                                     __private const int channels,
                                     __global FLOAT *input_ptr) {
@@ -131,11 +203,48 @@ __kernel void nc4hw4_buffer_to_nhwc_buffer(GLOBAL_SIZE_2_DIMS
 
     const int in_offset = (((batch_idx * ((channels+3)/4) + channel_4_idx/4) * height + height_idx) * width + width_idx)*4;
     
-    #ifdef BUFFER_FORMAT_OUT_TRANS
-    float4 values        = convert_float4(vload4(0, input_ptr+in_offset));
-    #else
     FLOAT4 values        = vload4(0, input_ptr+in_offset);
-    #endif
+    const int remain_channel = channels - channel_4_idx;
+    if (remain_channel >= 4) {
+        vstore4(values, 0, output + buffer_offset);
+    } else if (remain_channel == 3) {
+        int offset     = buffer_offset;
+        output[offset] = values.x;
+        offset++;
+        output[offset] = values.y;
+        offset++;
+        output[offset] = values.z;
+    } else if (remain_channel == 2) {
+        int offset     = buffer_offset;
+        output[offset] = values.x;
+        offset++;
+        output[offset] = values.y;
+    } else if (remain_channel == 1) {
+        int offset     = buffer_offset;
+        output[offset] = values.x;
+    }
+}
+
+// convert data from image(b h, ic/4 w ic4) to buffer(nhwc)
+__kernel void nc4hw4_buffer_to_nhwc_buffer_floatout(GLOBAL_SIZE_2_DIMS
+                                    __global float *output,
+                                    __private const int height, __private const int width,
+                                    __private const int channels,
+                                    __global FLOAT *input_ptr) {
+    int image_width_idx  = get_global_id(0);
+    int image_height_idx = get_global_id(1);
+
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int batch_idx     = image_height_idx / height;
+    const int height_idx    = image_height_idx % height;
+    const int width_idx     = image_width_idx % width;
+    const int channel_4_idx = (image_width_idx / width) << 2;
+    const int buffer_offset = ((batch_idx * height + height_idx) * width + width_idx) * channels + channel_4_idx;
+
+    const int in_offset = (((batch_idx * ((channels+3)/4) + channel_4_idx/4) * height + height_idx) * width + width_idx)*4;
+
+    float4 values        = convert_float4(vload4(0, input_ptr+in_offset));
     const int remain_channel = channels - channel_4_idx;
     if (remain_channel >= 4) {
         vstore4(values, 0, output + buffer_offset);
@@ -159,11 +268,7 @@ __kernel void nc4hw4_buffer_to_nhwc_buffer(GLOBAL_SIZE_2_DIMS
 
 // convert data from buffer(nc4hw4) to buffer(nchw)
 __kernel void nc4hw4_buffer_to_nchw_buffer(GLOBAL_SIZE_2_DIMS
-                                    #ifdef BUFFER_FORMAT_OUT_TRANS
-                                    __global float *output,
-                                    #else
                                     __global FLOAT *output,
-                                    #endif
                                     __private const int height, __private const int width,
                                     __private const int channels,
                                     __global FLOAT *input_ptr) {
@@ -179,11 +284,7 @@ __kernel void nc4hw4_buffer_to_nchw_buffer(GLOBAL_SIZE_2_DIMS
     int buffer_offset    = ((batch_idx * channels + channel_4_idx) * height + height_idx) * width + width_idx;
     
     const int in_offset = (((batch_idx * ((channels+3)/4) + channel_4_idx/4) * height + height_idx) * width + width_idx)*4;
-    #ifdef BUFFER_FORMAT_OUT_TRANS
-    float4 values    = convert_float4(vload4(0, input_ptr+in_offset));
-    #else
     FLOAT4 values    = vload4(0, input_ptr+in_offset);
-    #endif
 
     const int height_width_size = height * width;
 
@@ -216,20 +317,64 @@ __kernel void nc4hw4_buffer_to_nchw_buffer(GLOBAL_SIZE_2_DIMS
     }
 }
 
+// convert data from buffer(nc4hw4) to buffer(nchw)
+__kernel void nc4hw4_buffer_to_nchw_buffer_floatout(GLOBAL_SIZE_2_DIMS
+                                    __global float *output,
+                                    __private const int height, __private const int width,
+                                    __private const int channels,
+                                    __global FLOAT *input_ptr) {
+    int image_width_idx  = get_global_id(0);
+    int image_height_idx = get_global_id(1);
+    
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int batch_idx  = image_height_idx / height;
+    const int height_idx = image_height_idx % height;
+    const int width_idx  = image_width_idx % width;
+    int channel_4_idx    = (image_width_idx / width) * 4;
+    int buffer_offset    = ((batch_idx * channels + channel_4_idx) * height + height_idx) * width + width_idx;
+    
+    const int in_offset = (((batch_idx * ((channels+3)/4) + channel_4_idx/4) * height + height_idx) * width + width_idx)*4;
+    float4 values    = convert_float4(vload4(0, input_ptr+in_offset));
+
+    const int height_width_size = height * width;
+
+    const int remain_channel = channels - channel_4_idx;
+
+    if (remain_channel >= 4) {
+        int offset     = buffer_offset;
+        output[offset] = values.x;
+        offset += height_width_size;
+        output[offset] = values.y;
+        offset += height_width_size;
+        output[offset] = values.z;
+        offset += height_width_size;
+        output[offset] = values.w;
+    } else if (remain_channel == 3) {
+        int offset     = buffer_offset;
+        output[offset] = values.x;
+        offset += height_width_size;
+        output[offset] = values.y;
+        offset += height_width_size;
+        output[offset] = values.z;
+    } else if (remain_channel == 2) {
+        int offset     = buffer_offset;
+        output[offset] = values.x;
+        offset += height_width_size;
+        output[offset] = values.y;
+    } else if (remain_channel == 1) {
+        int offset     = buffer_offset;
+        output[offset] = values.x;
+    }
+}
+
+
 __kernel void nc4hw4_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
-                                    #ifdef BUFFER_FORMAT_INP_TRANS
-                                    __global const float *input_ptr,
-                                    #else
                                     __global const FLOAT *input_ptr,
-                                    #endif
                                     __private const int2 output_shape,
                                     __private const int2 src_stride,
                                     __private const int2 dst_stride,
-                                    #ifdef BUFFER_FORMAT_OUT_TRANS
-                                    __global float *output
-                                    #else
                                     __global FLOAT *output
-                                    #endif
 ) {
 
     int image_width_idx  = get_global_id(0);
@@ -247,26 +392,98 @@ __kernel void nc4hw4_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
         (((src_bc_offset.x + src_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
     int dst_buffer_offset =
         (((dst_bc_offset.x + dst_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
-    #ifdef BUFFER_FORMAT_INP_TRANS
+    FLOAT4 values = vload4(0, input_ptr + src_buffer_offset);
+    
+    vstore4(values, 0, output+dst_buffer_offset);
+}
+
+__kernel void nc4hw4_buffer_to_nc4hw4_buffer_floatin(GLOBAL_SIZE_2_DIMS
+                                    __global const float *input_ptr,
+                                    __private const int2 output_shape,
+                                    __private const int2 src_stride,
+                                    __private const int2 dst_stride,
+                                    __global FLOAT *output
+) {
+
+    int image_width_idx  = get_global_id(0);
+    int image_height_idx = get_global_id(1);
+
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int batch_idx         = image_height_idx / output_shape.x;
+    const int height_idx        = image_height_idx % output_shape.x;
+    const int width_idx         = image_width_idx % output_shape.y;
+    const int channel_block_idx = image_width_idx / output_shape.y;
+    int2 src_bc_offset = src_stride * (int2)(batch_idx, channel_block_idx);
+    int2 dst_bc_offset = dst_stride * (int2)(batch_idx, channel_block_idx);
+    int src_buffer_offset =
+        (((src_bc_offset.x + src_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
+    int dst_buffer_offset =
+        (((dst_bc_offset.x + dst_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
     FLOAT4 values = CONVERT_FLOAT4(vload4(0, input_ptr + src_buffer_offset));
-    #else
+    
+    vstore4(values, 0, output+dst_buffer_offset);
+}
+
+__kernel void nc4hw4_buffer_to_nc4hw4_buffer_floatout(GLOBAL_SIZE_2_DIMS
+                                    __global const FLOAT *input_ptr,
+                                    __private const int2 output_shape,
+                                    __private const int2 src_stride,
+                                    __private const int2 dst_stride,
+                                    __global float *output
+) {
+
+    int image_width_idx  = get_global_id(0);
+    int image_height_idx = get_global_id(1);
+
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int batch_idx         = image_height_idx / output_shape.x;
+    const int height_idx        = image_height_idx % output_shape.x;
+    const int width_idx         = image_width_idx % output_shape.y;
+    const int channel_block_idx = image_width_idx / output_shape.y;
+    int2 src_bc_offset = src_stride * (int2)(batch_idx, channel_block_idx);
+    int2 dst_bc_offset = dst_stride * (int2)(batch_idx, channel_block_idx);
+    int src_buffer_offset =
+        (((src_bc_offset.x + src_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
+    int dst_buffer_offset =
+        (((dst_bc_offset.x + dst_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
     FLOAT4 values = vload4(0, input_ptr + src_buffer_offset);
-    #endif
     
-    #ifdef BUFFER_FORMAT_OUT_TRANS
     vstore4(convert_float4(values), 0, output+dst_buffer_offset);
-    #else
-    vstore4(values, 0, output+dst_buffer_offset);
-    #endif
+}
+
+__kernel void nc4hw4_buffer_to_nc4hw4_buffer_floatin_floatout(GLOBAL_SIZE_2_DIMS
+                                    __global const float *input_ptr,
+                                    __private const int2 output_shape,
+                                    __private const int2 src_stride,
+                                    __private const int2 dst_stride,
+                                    __global float *output
+) {
+
+    int image_width_idx  = get_global_id(0);
+    int image_height_idx = get_global_id(1);
+
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int batch_idx         = image_height_idx / output_shape.x;
+    const int height_idx        = image_height_idx % output_shape.x;
+    const int width_idx         = image_width_idx % output_shape.y;
+    const int channel_block_idx = image_width_idx / output_shape.y;
+    int2 src_bc_offset = src_stride * (int2)(batch_idx, channel_block_idx);
+    int2 dst_bc_offset = dst_stride * (int2)(batch_idx, channel_block_idx);
+    int src_buffer_offset =
+        (((src_bc_offset.x + src_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
+    int dst_buffer_offset =
+        (((dst_bc_offset.x + dst_bc_offset.y) * output_shape.x + height_idx) * output_shape.y + width_idx) * 4;
+    FLOAT4 values = CONVERT_FLOAT4(vload4(0, input_ptr + src_buffer_offset));
+    
+    vstore4(convert_float4(values), 0, output+dst_buffer_offset);
 }
 
 // convert kernel : from buffer(oihw) to image(oc/4 h w , ic oc4)
 __kernel void conv2d_filter_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
-                                            #ifdef BUFFER_FORMAT_INP_TRANS
-                                            __global const float *input_ptr,
-                                            #else
                                             __global const FLOAT *input_ptr,
-                                            #endif
                                             __private const int output_channel,
                                             __private const int2 kernel_shape,
                                             __private const int ic_h_w_size,
@@ -320,14 +537,125 @@ __kernel void conv2d_filter_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
     vstore4(output_values, 0, output+out_offset);
 }
 
+// convert kernel : from buffer(oihw) to image(oc/4 h w , ic oc4)
+__kernel void conv2d_filter_buffer_to_nc4hw4_buffer_floatin(GLOBAL_SIZE_2_DIMS
+                                            __global const float *input_ptr,
+                                            __private const int output_channel,
+                                            __private const int2 kernel_shape,
+                                            __private const int ic_h_w_size,
+                                            __private const int height_width_size,
+                                            __global FLOAT *output) {
+    int image_width_idx  = get_global_id(0); // ic
+    int image_height_idx = get_global_id(1); // oc/4 h w
+
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    const int input_channel_4_idx  = image_width_idx;
+    const int output_channel_4_idx = (image_height_idx / height_width_size) * 4;
+    const int height_width_idx     = image_height_idx % height_width_size;
+    const int buffer_height_idx    = height_width_idx / kernel_shape.y;
+    const int buffer_width_idx     = height_width_idx % kernel_shape.y;
+
+    const int buffer_offset = output_channel_4_idx * ic_h_w_size + input_channel_4_idx * height_width_size +
+                              buffer_height_idx * kernel_shape.y + buffer_width_idx;
+
+    FLOAT4 output_values = 0;
+    if (output_channel_4_idx < output_channel) {
+        const int remain_channel = output_channel - output_channel_4_idx;
+        if (remain_channel >= 4) {
+            int offset      = buffer_offset;
+            output_values.x = (FLOAT)(*(input_ptr + offset));
+            offset          = mad24(1, ic_h_w_size, offset);
+            output_values.y = (FLOAT)(*(input_ptr + offset));
+            offset += ic_h_w_size;
+            output_values.z = (FLOAT)(*(input_ptr + offset));
+            offset += ic_h_w_size;
+            output_values.w = (FLOAT)(*(input_ptr + offset));
+        } else if (remain_channel == 3) {
+            int offset      = buffer_offset;
+            output_values.x = (FLOAT)(*(input_ptr + offset));
+            offset          = mad24(1, ic_h_w_size, offset);
+            output_values.y = (FLOAT)(*(input_ptr + offset));
+            offset += ic_h_w_size;
+            output_values.z = (FLOAT)(*(input_ptr + offset));
+
+        } else if (remain_channel == 2) {
+            int offset      = buffer_offset;
+            output_values.x = (FLOAT)(*(input_ptr + offset));
+            offset          = mad24(1, ic_h_w_size, offset);
+            output_values.y = (FLOAT)(*(input_ptr + offset));
+        } else if (remain_channel == 1) {
+            int offset      = buffer_offset;
+            output_values.x = (FLOAT)(*(input_ptr + offset));
+        }
+    }
+    const int out_offset = (image_width_idx*height_width_size*((output_channel+3)/4)+image_height_idx)*4;
+    vstore4(output_values, 0, output+out_offset);
+}
+
+
 // convert kernel from buffer(mihw) to image(ic/4, ic4 h w m)
 // but now dw only support m == 1
 __kernel void dw_filter_buffer_to_nc4hw4_buffer(GLOBAL_SIZE_2_DIMS
-                                        #ifdef BUFFER_FORMAT_INP_TRANS
-                                        __global const float *input_ptr,
-                                        #else
                                         __global const FLOAT *input_ptr,
-                                        #endif
+                                        __private const int4 kernel_shape,//[1, Cout, fh, fw]
+                                        __private const int height_width_size,
+                                        __global FLOAT *output) {
+    const int image_width_idx  = get_global_id(0);//fh*fw
+    const int image_height_idx = get_global_id(1);//UP_DIV(Cout, 4)
+
+    DEAL_NON_UNIFORM_DIM2(image_width_idx, image_height_idx);
+
+    FLOAT4 output_values = 0;
+    if (kernel_shape.x == 1) {
+        const int input_channel_4_idx = image_height_idx * 4;
+        const int buffer_height_idx   = image_width_idx / kernel_shape.w;
+        const int buffer_width_idx    = image_width_idx % kernel_shape.w;
+
+        const int buffer_offset =
+            mad24(mad24(input_channel_4_idx, kernel_shape.z, buffer_height_idx), kernel_shape.w, buffer_width_idx);
+
+        //input [1, Cout,                fh,                 fw]
+        //index:[0, input_channel_4_idx, buffer_height_idx,  buffer_width_idx]
+        const int remain_channel = kernel_shape.y - input_channel_4_idx;
+        if (input_channel_4_idx < kernel_shape.y) {
+            if (remain_channel >= 4) {
+                int offset      = buffer_offset;
+                output_values.x = (FLOAT)(*(input_ptr + offset));
+                offset += height_width_size;
+                output_values.y = (FLOAT)(*(input_ptr + offset));
+                offset += height_width_size;
+                output_values.z = (FLOAT)(*(input_ptr + offset));
+                offset += height_width_size;
+                output_values.w = (FLOAT)(*(input_ptr + offset));
+            } else if (remain_channel == 3) {
+                int offset      = buffer_offset;
+                output_values.x = (FLOAT)(*(input_ptr + offset));
+                offset += height_width_size;
+                output_values.y = (FLOAT)(*(input_ptr + offset));
+                offset += height_width_size;
+                output_values.z = (FLOAT)(*(input_ptr + offset));
+
+            } else if (remain_channel == 2) {
+                int offset      = buffer_offset;
+                output_values.x = (FLOAT)(*(input_ptr + offset));
+                offset += height_width_size;
+                output_values.y = (FLOAT)(*(input_ptr + offset));
+            } else if (remain_channel == 1) {
+                int offset      = buffer_offset;
+                output_values.x = (FLOAT)(*(input_ptr + offset));
+            }
+        }
+    }
+
+    //output NC4HW4 [1, fw*fh,            1, Cout/4]x oc4
+    //index:        [0, image_width_idx,  0, image_height_idx]
+    const int out_offset = (image_width_idx*((kernel_shape.y+3)/4)+image_height_idx)*4;
+    vstore4(output_values, 0, output+out_offset);
+}
+
+__kernel void dw_filter_buffer_to_nc4hw4_buffer_floatin(GLOBAL_SIZE_2_DIMS
+                                        __global const float *input_ptr,
                                         __private const int4 kernel_shape,//[1, Cout, fh, fw]
                                         __private const int height_width_size,
                                         __global FLOAT *output) {
diff --git a/source/backend/opencl/execution/cl/conv_2d_buf.cl b/source/backend/opencl/execution/cl/conv_2d_buf.cl
index 2afb930f7..286449225 100644
--- a/source/backend/opencl/execution/cl/conv_2d_buf.cl
+++ b/source/backend/opencl/execution/cl/conv_2d_buf.cl
@@ -64,7 +64,7 @@ void conv_2d_c4h1w1(GLOBAL_SIZE_2_DIMS
     const int in_h_idx_end = min(mad24(filter_hw.x, dilate_hw.x, in_h_idx_base), in_hw.x);
     
     const int weight_oc_offset = out_c_blocks * filter_hw.x * filter_hw.y * 4;
-    for(ushort in_c_idx = 0; in_c_idx < (ushort)IN_C_BLOCK; in_c_idx++) {
+    for(ushort in_c_idx = 0; in_c_idx < in_c_blocks; in_c_idx++) {
         //weights  NC4HW4  [1,  4*icC4,  ocC4*kh*kw,  1] xic4
         //index:   [0, 4*in_c_idx, out_c_idx*kh*kw + kh_start*kw + kw_start, 0]
         int weight_offset = ((((4*in_c_idx+0)* out_c_blocks + out_c_idx) *filter_hw.x + kh_start)*filter_hw.y + kw_start) * 4;
@@ -141,7 +141,7 @@ void conv_2d_c4h1w2(GLOBAL_SIZE_2_DIMS
     const int in_h_idx_end = min(mad24(filter_hw.x, dilate_hw.x, in_h_idx_base), in_hw.x);
     
     const int weight_oc_offset = out_c_blocks * filter_hw.x * filter_hw.y * 4;
-    for(ushort in_c_idx = 0; in_c_idx < (ushort)IN_C_BLOCK; in_c_idx++) {
+    for(ushort in_c_idx = 0; in_c_idx < in_c_blocks; in_c_idx++) {
         //weights  NC4HW4  [1,  4*icC4,  ocC4*kh*kw,  1] xic4
         //index:   [0, 4*in_c_idx, out_c_idx*kh*kw + kh_start*kw + kw_start, 0]
         int weight_offset = ((((4*in_c_idx+0)* out_c_blocks + out_c_idx) *filter_hw.x + kh_start)*filter_hw.y + 0) * 4;
@@ -235,7 +235,7 @@ void conv_2d_c4h1w4(GLOBAL_SIZE_2_DIMS
     const int in_h_idx_end = min(mad24(filter_hw.x, dilate_hw.x, in_h_idx_base), in_hw.x);
     
     const int weight_oc_offset = out_c_blocks * filter_hw.x * filter_hw.y * 4;
-    for(ushort in_c_idx = 0; in_c_idx < (ushort)IN_C_BLOCK; in_c_idx++) {
+    for(ushort in_c_idx = 0; in_c_idx < in_c_blocks; in_c_idx++) {
         //weights  NC4HW4  [1,  4*icC4,  ocC4*kh*kw,  1] xic4
         //index:   [0, 4*in_c_idx, out_c_idx*kh*kw + kh_start*kw + kw_start, 0]
         int weight_offset = ((((4*in_c_idx+0)* out_c_blocks + out_c_idx) *filter_hw.x + kh_start)*filter_hw.y + 0) * 4;
@@ -342,7 +342,7 @@ void conv_2d_1x1_c4h1w4(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks,
     (((out_b_idx*in_c_block)*out_h + out_h_idx)* out_w + intput_width_idx0) << 2;
     
     const int inp_add = out_h*out_w*4;
-    for (ushort in_channel_block_idx = 0; in_channel_block_idx < (ushort)IN_C_BLOCK; ++in_channel_block_idx) {
+    for (ushort in_channel_block_idx = 0; in_channel_block_idx < in_c_block; ++in_channel_block_idx) {
 
         FLOAT4 in0 = vload4(0, input+inp_offset);
         FLOAT4 in1 = vload4(1, input+inp_offset);;
@@ -450,7 +450,7 @@ void conv_2d_1x1_c8h1w4(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks,
 
     const int intput_width_idx0 = out_w4_idx;
     
-    for (int in_channel_block_idx = 0; in_channel_block_idx < IN_C_BLOCK; ++in_channel_block_idx) {
+    for (int in_channel_block_idx = 0; in_channel_block_idx < in_c_block; ++in_channel_block_idx) {
         int input_width_base  = mul24(in_channel_block_idx, out_w);
 
         int offset = mad24(out_c_idx, in_c_block, in_channel_block_idx)*8;
@@ -610,7 +610,7 @@ void conv_2d_1x1_c8h1w2(GLOBAL_SIZE_2_DIMS __private const int out_w_blocks,
 
     const int intput_width_idx0 = out_w2_idx;
     
-    for (int in_channel_block_idx = 0; in_channel_block_idx < IN_C_BLOCK; ++in_channel_block_idx) {
+    for (int in_channel_block_idx = 0; in_channel_block_idx < in_c_block; ++in_channel_block_idx) {
         int input_width_base  = mul24(in_channel_block_idx, out_w);
 
         int offset = mad24(out_c_idx, in_c_block, in_channel_block_idx)*8;
@@ -870,7 +870,7 @@ void conv_2d_c4h4w1(GLOBAL_SIZE_2_DIMS
     
     const int weight_oc_offset = out_c_blocks * filter_hw.x * filter_hw.y * 4;
     const int in_hw_size = in_hw.x * in_hw.y;
-    for(ushort in_c_idx = 0; in_c_idx < (ushort)IN_C_BLOCK; in_c_idx++) {
+    for(ushort in_c_idx = 0; in_c_idx < in_c_blocks; in_c_idx++) {
         //weights  NC4HW4  [1,  4*icC4,  ocC4*kh*kw,  1] xic4
         //index:   [0, 4*in_c_idx, out_c_idx*kh*kw + kh_start*kw + kw_start, 0]
         const int inp_offset_base = (out_b_idx * in_c_blocks + in_c_idx) * in_hw.x * in_hw.y * 4;
@@ -991,7 +991,7 @@ void conv_2d_c8h4w1(GLOBAL_SIZE_2_DIMS
     const int weight_oc_offset = filter_hw.x * filter_hw.y * 4;
     const int weight_ic_offset = out_c_blocks * weight_oc_offset;
     const int in_hw_size = in_hw.x * in_hw.y;
-    for(ushort in_c_idx = 0; in_c_idx < (ushort)IN_C_BLOCK; in_c_idx++) {
+    for(ushort in_c_idx = 0; in_c_idx < in_c_blocks; in_c_idx++) {
         //weights  NC4HW4  [1,  4*icC4,  ocC4*kh*kw,  1] xic4
         //index:   [0, 4*in_c_idx, out_c_idx*kh*kw + kh_start*kw + kw_start, 0]
         const int inp_offset_base = (out_b_idx * in_c_blocks + in_c_idx) * in_hw.x * in_hw.y * 4;
@@ -1167,7 +1167,7 @@ void conv_2d_c8h2w1(GLOBAL_SIZE_2_DIMS
     const int weight_oc_offset = filter_hw.x * filter_hw.y * 4;
     const int weight_ic_offset = out_c_blocks * weight_oc_offset;
     const int in_hw_size = in_hw.x * in_hw.y;
-    for(ushort in_c_idx = 0; in_c_idx < (ushort)IN_C_BLOCK; in_c_idx++) {
+    for(ushort in_c_idx = 0; in_c_idx < in_c_blocks; in_c_idx++) {
         //weights  NC4HW4  [1,  4*icC4,  ocC4*kh*kw,  1] xic4
         //index:   [0, 4*in_c_idx, out_c_idx*kh*kw + kh_start*kw + kw_start, 0]
         const int inp_offset_base = (out_b_idx * in_c_blocks + in_c_idx) * in_hw.x * in_hw.y * 4;
diff --git a/source/backend/opencl/execution/cl/conv_2d_buf_subgroup.cl b/source/backend/opencl/execution/cl/conv_2d_buf_subgroup.cl
new file mode 100644
index 000000000..685e620a5
--- /dev/null
+++ b/source/backend/opencl/execution/cl/conv_2d_buf_subgroup.cl
@@ -0,0 +1,507 @@
+#ifdef MNN_SUPPORT_FP16
+#pragma OPENCL EXTENSION cl_khr_fp16 : enable
+#endif
+#pragma OPENCL EXTENSION cl_intel_subgroups : enable
+
+#define __CAT(x, y) x##y
+#define CAT(x, y) __CAT(x, y)
+
+#define TYPE_SIZE_half   2
+#define TYPE_SIZE_float  4
+#define TYPE_SIZE(type) CAT(TYPE_SIZE_, type)
+
+// Creates vector type.
+#define MAKE_VECTOR_TYPE_IMPL_1(elem_type)  elem_type
+#define MAKE_VECTOR_TYPE_IMPL_2(elem_type)  CAT(elem_type, 2)
+#define MAKE_VECTOR_TYPE_IMPL_3(elem_type)  CAT(elem_type, 3)
+#define MAKE_VECTOR_TYPE_IMPL_4(elem_type)  CAT(elem_type, 4)
+#define MAKE_VECTOR_TYPE_IMPL_8(elem_type)  CAT(elem_type, 8)
+#define MAKE_VECTOR_TYPE(elem_type, size)   CAT(MAKE_VECTOR_TYPE_IMPL_, size)(elem_type)
+
+#define AS_TYPE(type, val) CAT(as_, type)(val)
+
+#define GROUP_READ_TYPE_size2 ushort
+#define GROUP_READ_TYPE_size4 uint
+#define GROUP_READ_TYPE(type_size) CAT(GROUP_READ_TYPE_size, type_size)
+
+#define GROUP_READ_FUNC_size2       intel_sub_group_block_read_us
+#define GROUP_READ_FUNC_size4       intel_sub_group_block_read
+#define GROUP_READ_FUNC(type_size)  CAT(GROUP_READ_FUNC_size, type_size)
+
+#define GROUP_READN_FUNC_SIZE_DEF(type_size, vector_size)   MAKE_VECTOR_TYPE(GROUP_READ_FUNC(type_size), vector_size)
+#define GROUP_READN_FUNC_size1(vector_size)                 GROUP_READN_FUNC_SIZE_DEF(1, vector_size)
+#define GROUP_READN_FUNC_size2(vector_size)                 GROUP_READN_FUNC_SIZE_DEF(2, vector_size)
+#define GROUP_READN_FUNC_size4(vector_size)                 GROUP_READN_FUNC_SIZE_DEF(4, vector_size)
+#define GROUP_READN_FUNC(type_size, vector_size)            CAT(GROUP_READN_FUNC_size, type_size)(vector_size)
+
+#define GROUP_READN_RAW(type_size, vector_size, ptr, offset)                                        \
+    GROUP_READN_FUNC(type_size, vector_size)((const __global GROUP_READ_TYPE(type_size)*)(ptr) + (offset))
+
+#define GROUP_READN(type, vector_size, ptr, offset)                                                             \
+    AS_TYPE(MAKE_VECTOR_TYPE(type, vector_size), GROUP_READN_RAW(TYPE_SIZE(type), vector_size, ptr, offset))
+
+#define GROUP_READ(ptr, offset)            GROUP_READN(FLOAT, 1, ptr, offset)
+#define GROUP_READ2(ptr, offset)           GROUP_READN(FLOAT, 2, ptr, offset)
+#define GROUP_READ4(ptr, offset)           GROUP_READN(FLOAT, 4, ptr, offset)
+#define GROUP_READ8(ptr, offset)           GROUP_READN(FLOAT, 8, ptr, offset)
+
+#if TYPE_SIZE(FLOAT) == 2
+#define AS_INPUT_SRC         CAT(as_, MAKE_VECTOR_TYPE(FLOAT, OUTPUT_X_BLOCK_SIZE))
+#define AS_US_SRC            CAT(as_, MAKE_VECTOR_TYPE(ushort, OUTPUT_X_BLOCK_SIZE))
+#define GROUP_SHUFFLEN(data, id)  AS_INPUT_SRC(intel_sub_group_shuffle(AS_US_SRC(data), id))
+#define GROUP_SHUFFLE(data, id)   AS_TYPE(FLOAT, intel_sub_group_shuffle(as_ushort(data), id))
+#else
+#define GROUP_SHUFFLEN(data, id)  intel_sub_group_shuffle(data, id)
+#define GROUP_SHUFFLE(data, id)   intel_sub_group_shuffle(data, id)
+#endif
+
+#define FEATURE_SLICE_SIZE 16
+typedef MAKE_VECTOR_TYPE(FLOAT, OUTPUT_X_BLOCK_SIZE) vec;
+
+__attribute__((intel_reqd_sub_group_size(SUB_GROUP_SIZE)))
+__kernel void conv_2d_buf_subgroup_c16(
+    __global FLOAT* input,
+    __global FLOAT* output,
+    __global FLOAT* weights, 
+    __global FLOAT* biases
+) {
+    const int sglid = get_sub_group_local_id();
+    const int b = (uint)get_global_id(2);
+
+    const int xy = get_global_id(0);
+    const int x = (xy % X_BLOCKS) * OUTPUT_X_BLOCK_SIZE;
+    const int y = (xy / X_BLOCKS);
+
+    const int lid1 = (int)get_local_id(1);
+    const int feature_per_wg = (int)get_local_size(1) / SLM_DIV_FACTOR;
+    const int feature_sub_block = lid1 / feature_per_wg;
+    const int feature_block = (int)get_group_id(1);
+
+
+    const int input_x = x * STRIDE_WIDTH - PADDING_WIDTH;
+    const int input_y = y * STRIDE_HEIGHT - PADDING_HEIGHT;
+
+    const uint input_x_pitch = FEATURE_SLICE_SIZE;
+    const uint input_y_pitch = input_x_pitch * (INPUT_WIDTH_PAD);
+    const uint input_fs_pitch = input_y_pitch * (INPUT_HEIGHT_PAD);
+    const uint input_b_pitch = input_fs_pitch * ((INPUT_CHANNEL + FEATURE_SLICE_SIZE - 1) / FEATURE_SLICE_SIZE);
+
+    const uint input_offset = b * input_b_pitch +
+                              (input_y + PADDING_HEIGHT) * input_y_pitch +
+                              (input_x + PADDING_WIDTH) * input_x_pitch;
+
+    const uint output_pack = (OUTPUT_CHANNEL + 4 - 1) / 4;
+    const uint output_x_pitch = 4;
+    const uint output_y_pitch = output_x_pitch *  OUTPUT_WIDTH;
+    const uint output_fs_pitch = output_y_pitch * OUTPUT_HEIGHT;
+    const uint output_b_pitch = output_fs_pitch * output_pack;
+
+    const uint output_offset = b * output_b_pitch +
+                               feature_block * 4 * output_fs_pitch +
+                               y * output_y_pitch +
+                               x * output_x_pitch;
+
+    const uint filter_isv_pitch = FEATURE_SLICE_SIZE;
+    const uint filter_x_pitch = FEATURE_SLICE_SIZE * FEATURE_SLICE_SIZE;
+    const uint filter_y_pitch = filter_x_pitch * FILTER_WIDTH;
+    const uint filter_is_pitch = filter_y_pitch * FILTER_HEIGHT;
+    const uint filter_os_pitch = filter_is_pitch * ((INPUT_CHANNEL + FEATURE_SLICE_SIZE - 1) / FEATURE_SLICE_SIZE);
+
+    const uint filter_offset = feature_block * filter_os_pitch;
+
+#if SLM_DIV_FACTOR == 1
+    vec dst = (vec)(GROUP_READ(biases, feature_block * FEATURE_SLICE_SIZE));
+#else
+    vec dst;
+
+    if (feature_sub_block == 0) {
+        dst = (vec)(GROUP_READ(biases, feature_block * FEATURE_SLICE_SIZE));
+    } else {
+        dst = (vec)0;
+    }
+#endif 
+
+#if SLM_DIV_FACTOR > 1
+    __local vec sum[WORK_GROUP_SIZE];
+#endif
+
+
+#if SLM_DIV_FACTOR > 1
+        for (int icb = feature_sub_block * IC_BLOCKS / SLM_DIV_FACTOR; icb < (feature_sub_block + 1) * IC_BLOCKS / SLM_DIV_FACTOR; icb++) {
+#else
+        for (int icb = 0; icb < IC_BLOCKS; icb++) {
+#endif 
+            __attribute__((opencl_unroll_hint(FILTER_HEIGHT)))
+            for (int kh = 0; kh < FILTER_HEIGHT; kh++) {
+                if (input_y + kh * DILATION_HEIGHT < 0 || input_y + kh * DILATION_HEIGHT >= INPUT_HEIGHT)
+                    continue;
+
+                FLOAT line_cache[INPUT_LINE_SIZE];
+
+                {
+                    int xb = 0;
+                    for (; xb + 8 <= INPUT_LINE_SIZE; xb += 8) {
+                        FLOAT8 tmp = GROUP_READ8(input, input_offset +
+                                                                  icb * input_fs_pitch +
+                                                                  kh * DILATION_HEIGHT * input_y_pitch +
+                                                                  xb * input_x_pitch);
+
+                        line_cache[xb + 0] = tmp[0];
+                        line_cache[xb + 1] = tmp[1];
+                        line_cache[xb + 2] = tmp[2];
+                        line_cache[xb + 3] = tmp[3];
+                        line_cache[xb + 4] = tmp[4];
+                        line_cache[xb + 5] = tmp[5];
+                        line_cache[xb + 6] = tmp[6];
+                        line_cache[xb + 7] = tmp[7];
+                    }
+                    for (; xb + 4 <= INPUT_LINE_SIZE; xb += 4) {
+                        FLOAT4 tmp = GROUP_READ4(input, input_offset +
+                                                                  icb * input_fs_pitch +
+                                                                  kh * DILATION_HEIGHT * input_y_pitch +
+                                                                  xb * input_x_pitch);
+
+                        line_cache[xb + 0] = tmp[0];
+                        line_cache[xb + 1] = tmp[1];
+                        line_cache[xb + 2] = tmp[2];
+                        line_cache[xb + 3] = tmp[3];
+                    }
+                    for (; xb < INPUT_LINE_SIZE; xb++) {
+                        line_cache[xb] = GROUP_READ(input, input_offset +
+                                                                 icb * input_fs_pitch +
+                                                                 kh * DILATION_HEIGHT * input_y_pitch +
+                                                                 xb * input_x_pitch);
+                    }
+                }
+
+                __attribute__((opencl_unroll_hint(FILTER_WIDTH)))
+                for (int kw = 0; kw < FILTER_WIDTH; kw++) {
+                    vec src;
+                    __attribute__((opencl_unroll_hint(OUTPUT_X_BLOCK_SIZE)))
+                    for (int i = 0; i < OUTPUT_X_BLOCK_SIZE; i++) {
+#if FILTER_WIDTH == 1 && DILATION_WIDTH == 1 && STRIDE_WIDTH == 1
+                        src[i] = line_cache[i];
+#else
+                        src[i] = line_cache[kw * DILATION_WIDTH + STRIDE_WIDTH * i];
+#endif
+                    }
+                    FLOAT8 weight0 = GROUP_READ8(weights, filter_offset +
+                                                                    icb * filter_is_pitch +
+                                                                    kh * filter_y_pitch +
+                                                                    kw * filter_x_pitch);
+                    FLOAT8 weight1 = GROUP_READ8(weights, filter_offset +
+                                                                    icb * filter_is_pitch +
+                                                                    kh * filter_y_pitch +
+                                                                    kw * filter_x_pitch +
+                                                                    8 * filter_isv_pitch);
+                    const vec src0  = GROUP_SHUFFLEN(src, 0);
+                    const vec src1  = GROUP_SHUFFLEN(src, 1);
+                    const vec src2  = GROUP_SHUFFLEN(src, 2);
+                    const vec src3  = GROUP_SHUFFLEN(src, 3);
+                    const vec src4  = GROUP_SHUFFLEN(src, 4);
+                    const vec src5  = GROUP_SHUFFLEN(src, 5);
+                    const vec src6  = GROUP_SHUFFLEN(src, 6);
+                    const vec src7  = GROUP_SHUFFLEN(src, 7);
+                    const vec src8  = GROUP_SHUFFLEN(src, 8);
+                    const vec src9  = GROUP_SHUFFLEN(src, 9);
+                    const vec src10 = GROUP_SHUFFLEN(src, 10);
+                    const vec src11 = GROUP_SHUFFLEN(src, 11);
+                    const vec src12 = GROUP_SHUFFLEN(src, 12);
+                    const vec src13 = GROUP_SHUFFLEN(src, 13);
+                    const vec src14 = GROUP_SHUFFLEN(src, 14);
+                    const vec src15 = GROUP_SHUFFLEN(src, 15);
+
+                    dst = mad(weight0.s0, src0,  dst);
+                    dst = mad(weight0.s1, src1,  dst);
+                    dst = mad(weight0.s2, src2,  dst);
+                    dst = mad(weight0.s3, src3,  dst);
+                    dst = mad(weight0.s4, src4,  dst);
+                    dst = mad(weight0.s5, src5,  dst);
+                    dst = mad(weight0.s6, src6,  dst);
+                    dst = mad(weight0.s7, src7,  dst);
+                    dst = mad(weight1.s0, src8,  dst);
+                    dst = mad(weight1.s1, src9,  dst);
+                    dst = mad(weight1.s2, src10, dst);
+                    dst = mad(weight1.s3, src11, dst);
+                    dst = mad(weight1.s4, src12, dst);
+                    dst = mad(weight1.s5, src13, dst);
+                    dst = mad(weight1.s6, src14, dst);
+                    dst = mad(weight1.s7, src15, dst);
+                }
+            }
+        }
+        
+#if SLM_DIV_FACTOR > 1
+    sum[lid1] = dst;
+    barrier(CLK_LOCAL_MEM_FENCE);
+
+    if (feature_sub_block == 0) {
+        __attribute__((opencl_unroll_hint)) for(int i = 1; i < SLM_DIV_FACTOR; i++)
+            dst += sum[lid1 % feature_per_wg + i * feature_per_wg];
+#endif
+
+#ifdef RELU
+    dst = fmax(dst, (vec)0);
+#endif
+
+#ifdef RELU6
+    dst = clamp(dst, (vec)0, (vec)6);
+#endif
+
+    const uint lid_x = sglid % 4;
+    const uint lid_y = sglid / 4;
+#if OUTPUT_LEFTOVERS
+    if ((feature_block+1)*FEATURE_SLICE_SIZE >= OUTPUT_CHANNEL) {
+        for (int i = 0; i < OUTPUT_X_BLOCK_SIZE && (x + i) < OUTPUT_WIDTH; i++) {
+            if ((feature_block*FEATURE_SLICE_SIZE + lid_y * 4 < output_pack * 4))
+                output[output_offset + lid_y * output_fs_pitch + i * output_x_pitch + lid_x] = dst[i];
+        }
+    }
+    else
+#endif  
+    {
+        for (int i = 0; i < OUTPUT_X_BLOCK_SIZE && (x + i) < OUTPUT_WIDTH; i++) {
+            output[output_offset + lid_y * output_fs_pitch + i * output_x_pitch + lid_x] = dst[i];
+        }
+    }
+#if SLM_DIV_FACTOR > 1
+    }
+#endif
+}
+
+
+
+__attribute__((intel_reqd_sub_group_size(SUB_GROUP_SIZE)))
+__kernel void conv_2d_buf_subgroup_c1(
+    __global FLOAT* input,
+    __global FLOAT* output,
+    __global FLOAT* weights, 
+    __global FLOAT* biases
+)
+{
+    const int f_block = get_group_id(1);
+    const int lid = get_sub_group_local_id();
+    const int b = get_global_id(2);
+
+    const int xy = get_global_id(0);
+    const int x = (xy % X_BLOCKS) * OUTPUT_X_BLOCK_SIZE;
+    const int y = (xy / X_BLOCKS);
+
+    const int input_x = x * STRIDE_WIDTH - PADDING_WIDTH;
+    const int input_y = y * STRIDE_HEIGHT - PADDING_HEIGHT;
+
+
+    const uint input_x_pitch = 1;
+    const uint input_y_pitch = input_x_pitch * INPUT_WIDTH;
+    const uint input_f_pitch = input_y_pitch * INPUT_HEIGHT;
+    const uint input_b_pitch = input_f_pitch * INPUT_CHANNEL;
+
+    const uint input_offset = b * input_b_pitch +
+                              input_y * input_y_pitch +
+                              input_x * input_x_pitch;
+
+
+    const uint output_pack = (OUTPUT_CHANNEL + 4 - 1) / 4;
+    const uint output_x_pitch = 4;
+    const uint output_y_pitch = output_x_pitch *  OUTPUT_WIDTH;
+    const uint output_fs_pitch = output_y_pitch * OUTPUT_HEIGHT;
+    const uint output_b_pitch = output_fs_pitch * output_pack;
+    
+    
+    const uint output_offset = b * output_b_pitch +
+                               f_block * 4 * output_fs_pitch +
+                               y * output_y_pitch +
+                               x * output_x_pitch;
+
+   
+    const uint filter_isv_pitch = FEATURE_SLICE_SIZE;
+    const uint filter_x_pitch = FEATURE_SLICE_SIZE * FEATURE_SLICE_SIZE;
+    const uint filter_y_pitch = filter_x_pitch * FILTER_WIDTH;
+    const uint filter_is_pitch = filter_y_pitch * FILTER_HEIGHT;
+    const uint filter_os_pitch = filter_is_pitch * ((INPUT_CHANNEL + FEATURE_SLICE_SIZE - 1) / FEATURE_SLICE_SIZE);
+
+    const uint filter_offset = f_block * filter_os_pitch;
+
+    uint bias_offset = f_block * FEATURE_SLICE_SIZE;
+    vec dst = (vec)(GROUP_READ(biases, bias_offset));
+    
+    FLOAT line_cache[INPUT_CHANNEL * INPUT_BLOCK_SIZE];
+    for (int ic = 0; ic < INPUT_CHANNEL; ic++)
+    {
+        __attribute__((opencl_unroll_hint(INPUT_BLOCK_SIZE)))
+        for (int i = 0; i < INPUT_BLOCK_SIZE; i++)
+        {
+            const int in_elem = i * SUB_GROUP_SIZE + lid;
+            const int xb = in_elem % INPUT_LINE_SIZE;
+            const int yb = in_elem / INPUT_LINE_SIZE;
+            if (input_y + yb >= 0 && input_y + yb < INPUT_HEIGHT &&
+                input_x + xb >= 0 && input_x + xb < INPUT_WIDTH)
+                line_cache[ic * INPUT_BLOCK_SIZE + i] = input[input_offset +
+                                                              ic * input_f_pitch +
+                                                              xb * input_x_pitch +
+                                                              yb * input_y_pitch];
+            else
+                line_cache[ic * INPUT_BLOCK_SIZE + i] = 0;
+        }
+    }
+
+    __attribute__((opencl_unroll_hint(FILTER_HEIGHT)))
+    for (int kh = 0; kh < FILTER_HEIGHT; kh++)
+    {
+        __attribute__((opencl_unroll_hint(FILTER_WIDTH)))
+        for (int kw = 0; kw < FILTER_WIDTH; kw++)
+        {
+            uint offset = filter_offset + kh * filter_y_pitch + kw * filter_x_pitch;
+
+            FLOAT wei[INPUT_CHANNEL];
+            __attribute__((opencl_unroll_hint(INPUT_CHANNEL)))
+            for (int ic = 0; ic < INPUT_CHANNEL; ic++)
+                wei[ic] = GROUP_READ(weights, offset + ic * filter_isv_pitch);
+
+            __attribute__((opencl_unroll_hint(OUTPUT_X_BLOCK_SIZE)))
+            for (int i = 0; i < OUTPUT_X_BLOCK_SIZE; i++)
+            {
+                const uint buf_offset = (kw*DILATION_WIDTH + STRIDE_WIDTH * i + (kh) * INPUT_LINE_SIZE) / SUB_GROUP_SIZE;
+                const uint buf_group  = (kw*DILATION_WIDTH + STRIDE_WIDTH * i + (kh) * INPUT_LINE_SIZE) % SUB_GROUP_SIZE;
+
+                __attribute__((opencl_unroll_hint(INPUT_CHANNEL)))
+                for (int ic = 0; ic < INPUT_CHANNEL; ic++) {
+                    FLOAT src = GROUP_SHUFFLE(line_cache[ic * INPUT_BLOCK_SIZE + buf_offset], buf_group);
+                    dst[i] = mad(wei[ic], src, dst[i]);
+                }
+            }
+        }
+    }
+
+#ifdef RELU
+    dst = fmax(dst, (vec)0);
+#endif
+
+#ifdef RELU6
+    dst = clamp(dst, (vec)0, (vec)6);
+#endif
+
+    const uint lid_x = lid % 4;
+    const uint lid_y = lid / 4;
+#if OUTPUT_LEFTOVERS
+    if ((f_block+1)*FEATURE_SLICE_SIZE >= OUTPUT_CHANNEL) {
+        for (int i = 0; i < OUTPUT_X_BLOCK_SIZE && (x + i) < OUTPUT_WIDTH; i++) {
+            if ((f_block*FEATURE_SLICE_SIZE + lid_y * 4 < output_pack * 4))
+                output[output_offset + lid_y * output_fs_pitch + i * output_x_pitch + lid_x] = dst[i];
+        }
+    }
+    else
+#endif  // OUTPUT_LEFTOVERS
+    {
+        for (int i = 0; i < OUTPUT_X_BLOCK_SIZE && (x + i) < OUTPUT_WIDTH; i++) {
+            output[output_offset + lid_y * output_fs_pitch + i * output_x_pitch + lid_x] = dst[i];
+        }
+    }
+}
+
+
+
+__kernel void transpose_c16(
+    int global_size_dim0,
+    int global_size_dim1,
+    int global_size_dim2,
+    __global FLOAT* input,
+    __global FLOAT* output,
+    int channel_blocks)
+{
+    int x = get_global_id(0);
+    int y = get_global_id(1);
+    int z = get_global_id(2);
+    int c = z % channel_blocks;
+    int b = z / channel_blocks;
+    int cin = c << 2;
+    if(x >= global_size_dim0 || y >= global_size_dim1 || z >= global_size_dim2)
+        return;
+
+    // Input offset calculations:
+    const uint input_c_pack = ((INPUT_CHANNEL + 4 - 1) / 4);
+    const uint input_x_pitch = 4;
+    const uint input_y_pitch = input_x_pitch * INPUT_WIDTH;
+    const uint input_f_pitch = input_y_pitch * INPUT_HEIGHT;
+    const uint input_b_pitch = input_f_pitch * input_c_pack;
+
+    const uint input_offset = b * input_b_pitch +
+                              cin * input_f_pitch + 
+                              (y - PADDING_HEIGHT) * input_y_pitch +
+                              (x - PADDING_WIDTH) * input_x_pitch;
+
+    // Output offset calculations:
+    const uint output_x_pitch = FEATURE_SLICE_SIZE;
+    const uint output_y_pitch = output_x_pitch * (INPUT_WIDTH_PAD);
+    const uint output_f_pitch = output_y_pitch * (INPUT_HEIGHT_PAD);
+    const uint output_b_pitch = output_f_pitch * ((INPUT_CHANNEL + FEATURE_SLICE_SIZE - 1) / FEATURE_SLICE_SIZE);
+
+    const uint output_offset = b * output_b_pitch +
+                               c * output_f_pitch + 
+                               y * output_y_pitch +
+                               x * output_x_pitch;
+
+    FLOAT16 out = (FLOAT16)0;
+    if(x - PADDING_WIDTH < 0 || x - PADDING_WIDTH >= INPUT_WIDTH || y - PADDING_HEIGHT < 0 || y - PADDING_HEIGHT >= INPUT_HEIGHT){
+        vstore16(out, 0, output + output_offset);
+        return;
+    }
+
+    out.s0123 = (cin >= input_c_pack) ? (FLOAT4)0 : vload4(0, input + input_offset);
+    out.s4567 = (cin + 1 >= input_c_pack) ? (FLOAT4)0 : vload4(0, input + input_f_pitch + input_offset);
+    out.s89ab = (cin + 2 >= input_c_pack) ? (FLOAT4)0 : vload4(0, input + input_f_pitch * 2 + input_offset);
+    out.scdef = (cin + 3 >= input_c_pack) ? (FLOAT4)0 : vload4(0, input + input_f_pitch * 3 + input_offset);
+
+    vstore16(out, 0, output + output_offset);
+}
+
+
+__kernel void transpose_c1(
+    int global_size_dim0,
+    int global_size_dim1,
+    int global_size_dim2,
+    __global FLOAT* input,
+    __global FLOAT* output,
+    int channel_blocks)
+{
+    int x = get_global_id(0);
+    int y = get_global_id(1);
+    int z = get_global_id(2);
+    int c = z % channel_blocks;
+    int b = z / channel_blocks;
+    int cout = c << 2;
+    
+    if(x >= global_size_dim0 || y >= global_size_dim1 || z >= global_size_dim2)
+        return;
+
+    // Input offset calculations:
+    const uint input_c_pack = ((INPUT_CHANNEL + 4 - 1) / 4);
+    const uint input_x_pitch = 4;
+    const uint input_y_pitch = input_x_pitch * INPUT_WIDTH;
+    const uint input_f_pitch = input_y_pitch * INPUT_HEIGHT;
+    const uint input_b_pitch = input_f_pitch * input_c_pack;
+
+    const uint input_offset = b * input_b_pitch +
+                              c * input_f_pitch + 
+                              y * input_y_pitch +
+                              x * input_x_pitch;
+
+    // Output offset calculations:
+    const uint output_x_pitch = 1;
+    const uint output_y_pitch = output_x_pitch * INPUT_WIDTH;
+    const uint output_f_pitch = output_y_pitch * INPUT_HEIGHT;
+    const uint output_b_pitch = output_f_pitch * INPUT_CHANNEL;
+
+    const uint output_offset = b * output_b_pitch +
+                               cout * output_f_pitch + 
+                               y * output_y_pitch +
+                               x * output_x_pitch;
+
+    FLOAT4 out = vload4(0, input + input_offset);
+    
+    __attribute__((opencl_unroll_hint(4)))
+    for(int i = 0; i < 4; ++i){
+        if(cout + i >= INPUT_CHANNEL) return;
+        output[output_offset + i * output_f_pitch] = out[i];
+    }
+}
diff --git a/source/backend/opencl/execution/cl/gemm_buf.cl b/source/backend/opencl/execution/cl/gemm_buf.cl
index 5b21b0c0a..8b4a571f7 100644
--- a/source/backend/opencl/execution/cl/gemm_buf.cl
+++ b/source/backend/opencl/execution/cl/gemm_buf.cl
@@ -130,3 +130,78 @@ __kernel void gemm_buf2(GLOBAL_SIZE_DIM2
     vstore4(o1.scdef, 1, output+out_offset+12*width);
 }
 
+#ifdef USE_SUB_GROUP
+#pragma OPENCL EXTENSION cl_intel_subgroups : enable
+__attribute__((intel_reqd_sub_group_size(16)))
+__kernel void gemm_buf_intel(__global const FLOAT* input0,
+                             __global const FLOAT* input1,
+                             __global FLOAT* output,
+                             __private const int width,//ROUND_UP(wUnit*hUnit, 8)
+                             __private const int height,//dstChannelC16
+                             __private const int srcChannelC16,
+                             __private const int alpha2) {
+    int3 pos = (int3)(get_global_id(0), get_group_id(1), get_global_id(2));
+    const int sglid = get_sub_group_local_id();
+    const int pos_x = pos.x * BLOCK_SIZE;
+    const int pos_y = pos.y;
+
+    FLOAT8 o = (FLOAT8)(0);
+    const int kernel_base  = mul24(mul24(mad24(pos.z, height, pos_y), srcChannelC16), 256);
+    const int inp_base = mul24(mad24(mul24(pos.z, srcChannelC16), width, pos_x), 16);
+     
+     for(int k = 0; k < srcChannelC16; ++k){
+     
+#if TYPE_SIZE == 2
+        FLOAT8 wei0 = as_half8(intel_sub_group_block_read_us8((__global ushort*)(input1 + kernel_base + k * 256)));
+        FLOAT8 wei1 = as_half8(intel_sub_group_block_read_us8((__global ushort*)(input1 + kernel_base + k * 256 + 8 * 16)));
+
+        FLOAT8 s = as_half8(intel_sub_group_block_read_us8((__global ushort*)(input0 + inp_base + k * width * 16)));
+        o = mad(wei0.s0, as_half8(intel_sub_group_shuffle(as_ushort8(s),  0)), o);
+        o = mad(wei0.s1, as_half8(intel_sub_group_shuffle(as_ushort8(s),  1)), o);
+        o = mad(wei0.s2, as_half8(intel_sub_group_shuffle(as_ushort8(s),  2)), o);
+        o = mad(wei0.s3, as_half8(intel_sub_group_shuffle(as_ushort8(s),  3)), o);
+        o = mad(wei0.s4, as_half8(intel_sub_group_shuffle(as_ushort8(s),  4)), o);
+        o = mad(wei0.s5, as_half8(intel_sub_group_shuffle(as_ushort8(s),  5)), o);
+        o = mad(wei0.s6, as_half8(intel_sub_group_shuffle(as_ushort8(s),  6)), o);
+        o = mad(wei0.s7, as_half8(intel_sub_group_shuffle(as_ushort8(s),  7)), o);
+        o = mad(wei1.s0, as_half8(intel_sub_group_shuffle(as_ushort8(s),  8)), o);
+        o = mad(wei1.s1, as_half8(intel_sub_group_shuffle(as_ushort8(s),  9)), o);
+        o = mad(wei1.s2, as_half8(intel_sub_group_shuffle(as_ushort8(s), 10)), o);
+        o = mad(wei1.s3, as_half8(intel_sub_group_shuffle(as_ushort8(s), 11)), o);
+        o = mad(wei1.s4, as_half8(intel_sub_group_shuffle(as_ushort8(s), 12)), o);
+        o = mad(wei1.s5, as_half8(intel_sub_group_shuffle(as_ushort8(s), 13)), o);
+        o = mad(wei1.s6, as_half8(intel_sub_group_shuffle(as_ushort8(s), 14)), o);
+        o = mad(wei1.s7, as_half8(intel_sub_group_shuffle(as_ushort8(s), 15)), o);
+
+#else        
+        FLOAT8 wei0 = as_float8(intel_sub_group_block_read8((__global uint*)(input1 + kernel_base + k * 256)));
+        FLOAT8 wei1 = as_float8(intel_sub_group_block_read8((__global uint*)(input1 + kernel_base + k * 256 + 8 * 16)));
+
+        FLOAT8 s = as_float8(intel_sub_group_block_read8((__global uint*)(input0 + inp_base + k * width * 16)));
+        o = mad(wei0.s0, intel_sub_group_shuffle(s,  0), o);
+        o = mad(wei0.s1, intel_sub_group_shuffle(s,  1), o);
+        o = mad(wei0.s2, intel_sub_group_shuffle(s,  2), o);
+        o = mad(wei0.s3, intel_sub_group_shuffle(s,  3), o);
+        o = mad(wei0.s4, intel_sub_group_shuffle(s,  4), o);
+        o = mad(wei0.s5, intel_sub_group_shuffle(s,  5), o);
+        o = mad(wei0.s6, intel_sub_group_shuffle(s,  6), o);
+        o = mad(wei0.s7, intel_sub_group_shuffle(s,  7), o);
+        o = mad(wei1.s0, intel_sub_group_shuffle(s,  8), o);
+        o = mad(wei1.s1, intel_sub_group_shuffle(s,  9), o);
+        o = mad(wei1.s2, intel_sub_group_shuffle(s, 10), o);
+        o = mad(wei1.s3, intel_sub_group_shuffle(s, 11), o);
+        o = mad(wei1.s4, intel_sub_group_shuffle(s, 12), o);
+        o = mad(wei1.s5, intel_sub_group_shuffle(s, 13), o);
+        o = mad(wei1.s6, intel_sub_group_shuffle(s, 14), o);
+        o = mad(wei1.s7, intel_sub_group_shuffle(s, 15), o);
+#endif 
+     }
+
+    int out_offset = mul24(mad24(mad24(pos.z, height, pos_y), width, pos_x), 16);
+#if TYPE_SIZE == 2
+    intel_sub_group_block_write_us8((__global ushort*)(output + out_offset), as_ushort8(o));
+#else
+    intel_sub_group_block_write8((__global uint*)(output + out_offset), as_uint8(o));
+#endif
+}
+#endif
diff --git a/source/backend/opencl/execution/cl/opencl_program.cc b/source/backend/opencl/execution/cl/opencl_program.cc
index 2fae2e1c4..7dd00e1fb 100644
--- a/source/backend/opencl/execution/cl/opencl_program.cc
+++ b/source/backend/opencl/execution/cl/opencl_program.cc
@@ -7,160 +7,168 @@ std::mutex gCLMutex;
 extern const std::map<std::string, std::vector<unsigned char>> OpenCLProgramMap = 
  { 
 {
- "conv_2d", 
-     { 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} 
- }, 
-{
- "deconv_2d", 
-     { 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} 
  }, 
+#ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "unary", 
-     { 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} 
  }, 
+#endif
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "grid_sample_buf", 
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} 
+ "buffer_convert_buf", 
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} 
  }, 
 #endif
 {
- "interp", 
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} 
+ "conv2d_backprop", 
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  }, 
 {
- "winogradTransformSource2_3_1", 
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  }, 
 {
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} 
+ "conv_2d", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "interp_buf", 
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} 
+ "conv_2d_buf", 
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  }, 
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 {
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} 
+ "conv_2d_buf_subgroup", 
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 {
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} 
+ "copy_buffer_to_image2d", 
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  }, 
-#ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "binary_buf", 
-     { 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} 
+ "deconv_2d", 
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} 
+ }, 
+{
+ "depthwise_conv2d", 
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} 
  }, 
-#endif
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "raster_buf", 
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} 
+ "depthwise_conv2d_buf", 
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  }, 
 #endif
 {
- "nearest", 
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} 
+ "depthwise_deconv2d", 
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+ }, 
+{
+ "gemm", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "pooling_buf", 
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+ "gemm_buf", 
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} 
  }, 
 #endif
 {
- "winogradTransformSource2_5_1", 
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+ "grid_sample", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "unary_buf", 
-     { 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} 
  }, 
 #endif
-#ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "depthwise_conv2d_buf", 
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+ "interp", 
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} 
  }, 
-#endif
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "winogradTransform_buf", 
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} 
  }, 
 #endif
 {
- "grid_sample", 
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} 
+ "matmul", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "gemm_buf", 
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} 
+ "matmul_buf", 
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} 
  }, 
 #endif
 {
- "copy_buffer_to_image2d", 
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  }, 
 {
- "gemm", 
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} 
+ "normalize", 
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} 
  }, 
 {
- "depthwise_deconv2d", 
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  }, 
 {
- "convert", 
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+ "pooling", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "scale_buf", 
-     { 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} 
  }, 
 #endif
 {
- "normalize", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "matmul_buf", 
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} 
  }, 
 #endif
 {
- "pooling", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "conv_2d_buf", 
-     { 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+ "reduction_buf", 
+     { 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} 
  }, 
 #endif
 {
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+ "roi_pooling", 
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  }, 
 {
- "winogradTransformDest2_3_1", 
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+ "scale", 
+     { 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} 
  }, 
+#ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "conv2d_backprop", 
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} 
+ }, 
+#endif
+{
+ "softmax", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
@@ -168,41 +176,37 @@ extern const std::map<std::string, std::vector<unsigned char>> OpenCLProgramMap
      { 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} 
  }, 
 #endif
-#ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "reduction_buf", 
-     { 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} 
+ "unary", 
+     { 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} 
  }, 
-#endif
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "buffer_convert_buf", 
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  }, 
 #endif
 {
- "matmul", 
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} 
+ "winogradTransformDest2_3_1", 
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  }, 
 {
- "roi_pooling", 
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+ "winogradTransformDest2_5_1", 
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  }, 
 {
- "depthwise_conv2d", 
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+ "winogradTransformSource2_3_1", 
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} 
  }, 
 {
- "winogradTransformDest2_5_1", 
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+ "winogradTransformSource2_5_1", 
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} 
  }, 
+#ifndef MNN_OPENCL_BUFFER_CLOSED
 {
- "reduction", 
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} 
+ "winogradTransform_buf", 
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} 
  }, 
+#endif
  }; 
 } 
diff --git a/source/backend/opencl/execution/cl/winogradTransform_buf.cl b/source/backend/opencl/execution/cl/winogradTransform_buf.cl
index 6803850e7..bb38198ca 100644
--- a/source/backend/opencl/execution/cl/winogradTransform_buf.cl
+++ b/source/backend/opencl/execution/cl/winogradTransform_buf.cl
@@ -328,3 +328,308 @@ __kernel void winoTransDstBuf2_3_1(GLOBAL_SIZE_DIM2
         }
     }
 }
+
+
+__kernel void winoTransSrcBuf_intel2_3_1(GLOBAL_SIZE_DIM2
+                                      __global const FLOAT* uInput, // 0
+                                      __global FLOAT* uOutput, __private const int unitWidth,
+                                      __private const int unitHeight, // 3
+                                      __private const int padX, __private const int padY,
+                                      __private const int srcWidth, // 6
+                                      __private const int srcHeight, __private const int srcChannelC4, __private const int srcChannelC16, __private const int dstHeight,
+                                      __private const int batchOffset) {
+    int2 pos = (int2)(get_global_id(0), get_global_id(1)); 
+    UNIFORM_BOUNDRY_CHECK(pos.x, pos.y);
+
+    int unitWidth_idx = pos.x % unitWidth;
+    int unitHeight_idx = pos.x / unitWidth;
+    int2 realPos   = (int2)(unitWidth_idx, unitHeight_idx);
+    
+    {
+        int sxStart = (realPos.x) * 2 - padX;
+        int syStart = (realPos.y) * 2 - padY;
+        FLOAT4 S00;
+        FLOAT4 S10;
+        FLOAT4 S20;
+        FLOAT4 S30;
+        FLOAT4 S01;
+        FLOAT4 S11;
+        FLOAT4 S21;
+        FLOAT4 S31;
+        FLOAT4 S02;
+        FLOAT4 S12;
+        FLOAT4 S22;
+        FLOAT4 S32;
+        FLOAT4 S03;
+        FLOAT4 S13;
+        FLOAT4 S23;
+        FLOAT4 S33;
+        
+        int inp_offset = (((batchOffset * srcChannelC4 + pos.y) * srcHeight + syStart) * srcWidth + sxStart) * 4;
+        {
+            int sx      = 0 + sxStart;
+            int sy      = 0 + syStart;
+            
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S00         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset);
+        }
+        {
+            int sx      = 1 + sxStart;
+            int sy      = 0 + syStart;
+            
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S10         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+4);
+        }
+        {
+            int sx      = 2 + sxStart;
+            int sy      = 0 + syStart;
+            
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S20         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+8);
+        }
+        {
+            int sx      = 3 + sxStart;
+            int sy      = 0 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S30         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+12);
+        }
+        {
+            int sx      = 0 + sxStart;
+            int sy      = 1 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S01         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+4*srcWidth);
+        }
+        {
+            int sx      = 1 + sxStart;
+            int sy      = 1 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S11         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+4*srcWidth+4);
+        }
+        {
+            int sx      = 2 + sxStart;
+            int sy      = 1 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S21         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+4*srcWidth+8);
+        }
+        {
+            int sx      = 3 + sxStart;
+            int sy      = 1 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S31         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+4*srcWidth+12);
+        }
+        {
+            int sx      = 0 + sxStart;
+            int sy      = 2 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S02         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+8*srcWidth);
+        }
+        {
+            int sx      = 1 + sxStart;
+            int sy      = 2 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S12         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+8*srcWidth+4);
+        }
+        {
+            int sx      = 2 + sxStart;
+            int sy      = 2 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S22         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+8*srcWidth+8);
+        }
+        {
+            int sx      = 3 + sxStart;
+            int sy      = 2 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S32         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+8*srcWidth+12);
+        }
+        {
+            int sx      = 0 + sxStart;
+            int sy      = 3 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S03         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+12*srcWidth);
+        }
+        {
+            int sx      = 1 + sxStart;
+            int sy      = 3 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S13         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+12*srcWidth+4);
+        }
+        {
+            int sx      = 2 + sxStart;
+            int sy      = 3 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S23         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+12*srcWidth+8);
+        }
+        {
+            int sx      = 3 + sxStart;
+            int sy      = 3 + syStart;
+
+            bool outBound = (sx < 0 || sx >= srcWidth || sy < 0 || sy >= srcHeight);
+            S33         = outBound ? (FLOAT4)(0) : vload4(0, uInput+inp_offset+12*srcWidth+12);
+        }
+        FLOAT4 m00 = +S00 - S02;
+        FLOAT4 m10 = +S10 - S12;
+        FLOAT4 m20 = +S20 - S22;
+        FLOAT4 m30 = +S30 - S32;
+        FLOAT4 m01 = +(FLOAT)0.5f * S01 + (FLOAT)0.5f * S02;
+        FLOAT4 m11 = +(FLOAT)0.5f * S11 + (FLOAT)0.5f * S12;
+        FLOAT4 m21 = +(FLOAT)0.5f * S21 + (FLOAT)0.5f * S22;
+        FLOAT4 m31 = +(FLOAT)0.5f * S31 + (FLOAT)0.5f * S32;
+        FLOAT4 m02 = -(FLOAT)0.5f * S01 + (FLOAT)0.5f * S02;
+        FLOAT4 m12 = -(FLOAT)0.5f * S11 + (FLOAT)0.5f * S12;
+        FLOAT4 m22 = -(FLOAT)0.5f * S21 + (FLOAT)0.5f * S22;
+        FLOAT4 m32 = -(FLOAT)0.5f * S31 + (FLOAT)0.5f * S32;
+        FLOAT4 m03 = -S01 + S03;
+        FLOAT4 m13 = -S11 + S13;
+        FLOAT4 m23 = -S21 + S23;
+        FLOAT4 m33 = -S31 + S33;
+        
+        //NC4HW4 [alpha*alpha, srcChannelC16, dstHeight, 16]
+        //index: [0,           pos.y / 4,   pos.x,      pos.y % 4]
+        int out_offset = ((pos.y / 4) * dstHeight + pos.x) * 16 + (pos.y % 4) * 4;
+        int batch_offset = srcChannelC16*dstHeight*16;
+        vstore4(+m00 - m20,                             0, uOutput+out_offset+0*batch_offset);
+        vstore4(+(FLOAT)0.5f * m10 + (FLOAT)0.5f * m20, 0, uOutput+out_offset+1*batch_offset);
+        vstore4(-(FLOAT)0.5f * m10 + (FLOAT)0.5f * m20, 0, uOutput+out_offset+2*batch_offset);
+        vstore4(-m10 + m30,                             0, uOutput+out_offset+3*batch_offset);
+        vstore4(+m01 - m21,                             0, uOutput+out_offset+4*batch_offset);
+        vstore4(+(FLOAT)0.5f * m11 + (FLOAT)0.5f * m21, 0, uOutput+out_offset+5*batch_offset);
+        vstore4(-(FLOAT)0.5f * m11 + (FLOAT)0.5f * m21, 0, uOutput+out_offset+6*batch_offset);
+        vstore4(-m11 + m31,                             0, uOutput+out_offset+7*batch_offset);
+        vstore4(+m02 - m22,                             0, uOutput+out_offset+8*batch_offset);
+        vstore4(+(FLOAT)0.5f * m12 + (FLOAT)0.5f * m22, 0, uOutput+out_offset+9*batch_offset);
+        vstore4(-(FLOAT)0.5f * m12 + (FLOAT)0.5f * m22, 0, uOutput+out_offset+10*batch_offset);
+        vstore4(-m12 + m32,                             0, uOutput+out_offset+11*batch_offset);
+        vstore4(+m03 - m23,                             0, uOutput+out_offset+12*batch_offset);
+        vstore4(+(FLOAT)0.5f * m13 + (FLOAT)0.5f * m23, 0, uOutput+out_offset+13*batch_offset);
+        vstore4(-(FLOAT)0.5f * m13 + (FLOAT)0.5f * m23, 0, uOutput+out_offset+14*batch_offset);
+        vstore4(-m13 + m33,                             0, uOutput+out_offset+15*batch_offset);
+    }
+}
+
+
+__kernel void winoTransDstBuf_intel2_3_1(GLOBAL_SIZE_DIM2
+                                    __global const FLOAT* uInput,
+                                    __global const FLOAT* uBias,
+                                    __global FLOAT* uOutput,
+                                    __private const int unitWidth, //wUnit
+                                    __private const int unitHeight, //hUnit
+                                    __private const int dstWidth,
+                                    __private const int dstHeight,
+                                    __private const int dstChannelC4,__private const int dstChannelC16,__private const int srcWidth,
+                                    __private const int batchOffset) {
+    int2 pos = (int2)(get_global_id(0), get_global_id(1));
+    UNIFORM_BOUNDRY_CHECK(pos.x, pos.y);
+
+    int unitWidth_idx = pos.x % unitWidth;
+    int unitHeight_idx = pos.x / unitWidth;
+    int2 realPos   = (int2)(unitWidth_idx, unitHeight_idx);
+    
+    FLOAT4 bias    = vload4(0, uBias+pos.y*4);
+
+    {
+        int oyStart = realPos.y * 2;
+        int oxStart = realPos.x * 2;
+        
+        //NC4HW4 [alpha2, dstChannelC16, wUnit*hUnit, 16]
+        //index: [0,        pos.y/4,      pos.x, pos.y%4]
+        const int inp_offset = ((pos.y / 4) * srcWidth + pos.x) * 16 + (pos.y % 4) * 4;
+        const int ic_offset = 16*srcWidth*dstChannelC16;
+        FLOAT4 S00  = vload4(0, uInput+inp_offset+ic_offset*0);
+        FLOAT4 S10  = vload4(0, uInput+inp_offset+ic_offset*1);
+        FLOAT4 S20  = vload4(0, uInput+inp_offset+ic_offset*2);
+        FLOAT4 S30  = vload4(0, uInput+inp_offset+ic_offset*3);
+        FLOAT4 S01  = vload4(0, uInput+inp_offset+ic_offset*4);
+        FLOAT4 S11  = vload4(0, uInput+inp_offset+ic_offset*5);
+        FLOAT4 S21  = vload4(0, uInput+inp_offset+ic_offset*6);
+        FLOAT4 S31  = vload4(0, uInput+inp_offset+ic_offset*7);
+        FLOAT4 S02  = vload4(0, uInput+inp_offset+ic_offset*8);
+        FLOAT4 S12  = vload4(0, uInput+inp_offset+ic_offset*9);
+        FLOAT4 S22  = vload4(0, uInput+inp_offset+ic_offset*10);
+        FLOAT4 S32  = vload4(0, uInput+inp_offset+ic_offset*11);
+        FLOAT4 S03  = vload4(0, uInput+inp_offset+ic_offset*12);
+        FLOAT4 S13  = vload4(0, uInput+inp_offset+ic_offset*13);
+        FLOAT4 S23  = vload4(0, uInput+inp_offset+ic_offset*14);
+        FLOAT4 S33  = vload4(0, uInput+inp_offset+ic_offset*15);
+
+        FLOAT4 m00  = +S00 + S01 + S02;
+        FLOAT4 m10  = +S10 + S11 + S12;
+        FLOAT4 m20  = +S20 + S21 + S22;
+        FLOAT4 m30  = +S30 + S31 + S32;
+        FLOAT4 m01  = +S01 - S02 + S03;
+        FLOAT4 m11  = +S11 - S12 + S13;
+        FLOAT4 m21  = +S21 - S22 + S23;
+        FLOAT4 m31  = +S31 - S32 + S33;
+        
+        //NC4HW4 [batch, dstChannelC4, dstHeight, dstWidth]
+        //index: [batchOffset, pos.y,      oyStart,   oxStart]
+        int out_offset = (((batchOffset * dstChannelC4+ pos.y) * dstHeight + oyStart) * dstWidth + oxStart)*4;
+        {
+            int ox = oxStart + 0;
+            int oy = oyStart + 0;
+            if (ox < dstWidth && oy < dstHeight) {
+                FLOAT4 res  = bias + m00 + m10 + m20;
+#ifdef RELU
+                res = max(res, (FLOAT4)(0));
+#endif
+#ifdef RELU6
+                res = clamp(res, (FLOAT4)(0), (FLOAT4)(6));
+#endif
+                vstore4(res, 0, uOutput+out_offset);
+            }
+        }
+        {
+            int ox = oxStart + 1;
+            int oy = oyStart + 0;
+            if (ox < dstWidth && oy < dstHeight) {
+                FLOAT4 res  = bias + m10 - m20 + m30;
+#ifdef RELU
+                res = max(res, (FLOAT4)(0));
+#endif
+#ifdef RELU6
+                res = clamp(res, (FLOAT4)(0), (FLOAT4)(6));
+#endif
+                vstore4(res, 0, uOutput+out_offset+4);
+            }
+        }
+        {
+            int ox = oxStart + 0;
+            int oy = oyStart + 1;
+            if (ox < dstWidth && oy < dstHeight) {
+                FLOAT4 res  = bias + m01 + m11 + m21;
+#ifdef RELU
+                res = max(res, (FLOAT4)(0));
+#endif
+#ifdef RELU6
+                res = clamp(res, (FLOAT4)(0), (FLOAT4)(6));
+#endif
+                vstore4(res, 0, uOutput+out_offset+4*dstWidth);
+            }
+        }
+        {
+            int ox = oxStart + 1;
+            int oy = oyStart + 1;
+            if (ox < dstWidth && oy < dstHeight) {
+                FLOAT4 res  = bias + m11 - m21 + m31;
+#ifdef RELU
+                res = max(res, (FLOAT4)(0));
+#endif
+#ifdef RELU6
+                res = clamp(res, (FLOAT4)(0), (FLOAT4)(6));
+#endif
+                vstore4(res, 0, uOutput+out_offset+4*dstWidth+4);
+            }
+        }
+    }
+}
diff --git a/source/backend/opencl/execution/image/CommonExecution.cpp b/source/backend/opencl/execution/image/CommonExecution.cpp
index 721465827..a0faf6561 100644
--- a/source/backend/opencl/execution/image/CommonExecution.cpp
+++ b/source/backend/opencl/execution/image/CommonExecution.cpp
@@ -46,7 +46,7 @@ ErrorCode CommonExecution::onExecute(const std::vector<Tensor *> &inputs, const
         }
         
         int costTime = (int)runtime->getCostTime(&event);
-        MNN_PRINT("kernel cost:%d    us %s%d\n",costTime, EnumNameOpType(mOp->type()), idx++);
+        MNN_PRINT("kernel cost:%d    us %s%d\n",costTime, EnumNameOpType(mOpType), idx++);
     #else
         if(lws_null == true) {
             res = runtime->commandQueue().enqueueNDRangeKernel(unit.kernel,
diff --git a/source/backend/opencl/execution/image/CommonExecution.hpp b/source/backend/opencl/execution/image/CommonExecution.hpp
index 0c7acb39f..ad2a75cc7 100644
--- a/source/backend/opencl/execution/image/CommonExecution.hpp
+++ b/source/backend/opencl/execution/image/CommonExecution.hpp
@@ -28,6 +28,7 @@ class CommonExecution : public Execution {
     };
     std::vector<Unit> mUnits;
     const MNN::Op *mOp;
+    OpType mOpType;
 };
 } // namespace OpenCL
 } // namespace MNN
diff --git a/source/backend/opencl/execution/image/Conv2DBackPropFilter.cpp b/source/backend/opencl/execution/image/Conv2DBackPropFilter.cpp
index ef25cc303..43f5db64f 100644
--- a/source/backend/opencl/execution/image/Conv2DBackPropFilter.cpp
+++ b/source/backend/opencl/execution/image/Conv2DBackPropFilter.cpp
@@ -26,6 +26,7 @@ Conv2DBackPropFilter::Conv2DBackPropFilter(const MNN::Op *op, Backend *backend)
         mPaddings[0] = mPaddings[1] = 0;
     }
     mOp = op;
+    mOpType = op->type();
 }
 
 Conv2DBackPropFilter::~Conv2DBackPropFilter() {
diff --git a/source/backend/opencl/execution/image/EltwiseExecution.cpp b/source/backend/opencl/execution/image/EltwiseExecution.cpp
index a266036e1..3f6ff88b6 100644
--- a/source/backend/opencl/execution/image/EltwiseExecution.cpp
+++ b/source/backend/opencl/execution/image/EltwiseExecution.cpp
@@ -31,7 +31,7 @@ EltwiseExecution::EltwiseExecution(const std::vector<Tensor *> &inputs, const st
     : CommonExecution(backend), mCompute(compute) {
     mBuildOptions.emplace("-DOPERATOR=" + compute);
     mOp = op;
-
+    mOpType = op->type();
 }
 
 uint32_t EltwiseExecution::realSize(const Tensor* tensor) {
diff --git a/source/backend/opencl/execution/image/MultiInputDWConvExecution.cpp b/source/backend/opencl/execution/image/MultiInputDWConvExecution.cpp
index 63a647b7b..2ca4fdb27 100644
--- a/source/backend/opencl/execution/image/MultiInputDWConvExecution.cpp
+++ b/source/backend/opencl/execution/image/MultiInputDWConvExecution.cpp
@@ -26,6 +26,7 @@ MultiInputDWConvExecution::MultiInputDWConvExecution(const MNN::Op *op, Backend
     isRelu = common->relu();
     isRelu6 = common->relu6();
     mOp = op;
+    mOpType = op->type();
 }
 
 MultiInputDWConvExecution::~MultiInputDWConvExecution() {
diff --git a/source/backend/opencl/execution/image/MultiInputDWDeconvExecution.cpp b/source/backend/opencl/execution/image/MultiInputDWDeconvExecution.cpp
index 3603629e6..9ee2d4f66 100644
--- a/source/backend/opencl/execution/image/MultiInputDWDeconvExecution.cpp
+++ b/source/backend/opencl/execution/image/MultiInputDWDeconvExecution.cpp
@@ -31,6 +31,7 @@ MultiInputDWDeconvExecution::MultiInputDWDeconvExecution(const MNN::Op *op, Back
     isRelu = common->relu();
     isRelu6 = common->relu6();
     mOp = op;
+    mOpType = op->type();
 }
 
 MultiInputDWDeconvExecution::~MultiInputDWDeconvExecution() {
diff --git a/source/backend/opencl/execution/image/RasterExecution.cpp b/source/backend/opencl/execution/image/RasterExecution.cpp
index 4e50eb49d..2cfb07fc2 100644
--- a/source/backend/opencl/execution/image/RasterExecution.cpp
+++ b/source/backend/opencl/execution/image/RasterExecution.cpp
@@ -20,6 +20,7 @@ RasterExecution::RasterExecution(const std::vector<Tensor *> &inputs, const MNN:
     : CommonExecution(backend) {
     mOpenCLBackend = (OpenCLBackend *)backend;
     mOp = op;
+    mOpType = op->type();
     //nothing to do
 }
 
diff --git a/source/backend/opencl/execution/image/ReluExecution.cpp b/source/backend/opencl/execution/image/ReluExecution.cpp
index 5324c739f..14ab104d1 100644
--- a/source/backend/opencl/execution/image/ReluExecution.cpp
+++ b/source/backend/opencl/execution/image/ReluExecution.cpp
@@ -51,6 +51,7 @@ ReluExecution::ReluExecution(const std::vector<Tensor *> &inputs, const MNN::Op
     copyBufferToImage(mOpenCLBackend->getOpenCLRuntime(), preluBuffer, openCLImage(mPreluParam.get()),
                       UP_DIV(preluSize, 4), 1);
     mOp = op;
+    mOpType = op->type();
 }
 ReluExecution::~ReluExecution() {
     backend()->onReleaseBuffer(mPreluParam.get(), Backend::STATIC);
diff --git a/source/core/Interpreter.cpp b/source/core/Interpreter.cpp
index cd5893afb..d2f8b8a58 100644
--- a/source/core/Interpreter.cpp
+++ b/source/core/Interpreter.cpp
@@ -165,6 +165,8 @@ void Interpreter::setSessionMode(SessionMode mode) {
         mNet->modes.callBackMode = mode;
     } else if (mode == Session_Resize_Direct || mode == Session_Resize_Defer) {
         mNet->modes.resizeMode = mode;
+    } else if(mode == Session_Memory_Collect || mode == Session_Memory_Cache) {
+        mNet->modes.memoryUsageMode = mode;
     }
 }
 
diff --git a/source/core/Pipeline.cpp b/source/core/Pipeline.cpp
index dffc61985..9728e8bcc 100644
--- a/source/core/Pipeline.cpp
+++ b/source/core/Pipeline.cpp
@@ -74,9 +74,8 @@ static bool _supportQuant(const Op* op, const std::vector<Tensor*>& inputs, cons
             } else {
                 return false;
             }
-        case OpType_BinaryOp:
-            return type == MNN_FORWARD_NN;
-            return false;
+       case OpType_BinaryOp:
+           return true;
     }
     return false;
 }
diff --git a/source/core/Session.cpp b/source/core/Session.cpp
index 21a08d547..84e602605 100644
--- a/source/core/Session.cpp
+++ b/source/core/Session.cpp
@@ -63,6 +63,7 @@ Session::Session(Schedule::ScheduleInfo&& info, const ModeGroup& mode, RuntimeIn
         mPipelines.emplace_back(std::move(newPipeline));
     }
     mCallBackMode = mode.callBackMode;
+    mMemoryUsageMode = mode.memoryUsageMode;
 }
 
 Session::~Session() {
@@ -195,18 +196,21 @@ ErrorCode Session::resize() {
                 return error;
             }
         }
-#ifdef LOG_VERBOSE
-        float memory = 0.0f;
-#endif
-        for (auto& iter : mRuntime.first) {
-            iter.second->onGabageCollect(0);
-#ifdef LOG_VERBOSE
-            memory += iter.second->onGetMemoryInMB();
-#endif
+
+        if(mMemoryUsageMode == Interpreter::Session_Memory_Collect) {
+            #ifdef LOG_VERBOSE
+            float memory = 0.0f;
+            #endif
+            for (auto& iter : mRuntime.first) {
+                iter.second->onGabageCollect(0);
+                #ifdef LOG_VERBOSE
+                memory += iter.second->onGetMemoryInMB();
+                #endif
+            }
+            #ifdef LOG_VERBOSE
+            FUNC_PRINT_ALL(memory, f);
+            #endif
         }
-#ifdef LOG_VERBOSE
-        FUNC_PRINT_ALL(memory, f);
-#endif
         mNeedMalloc = false;
         mNeedResize = false;
     }
diff --git a/source/core/Session.hpp b/source/core/Session.hpp
index 02b6a3b93..7a1dadad5 100644
--- a/source/core/Session.hpp
+++ b/source/core/Session.hpp
@@ -31,6 +31,7 @@ class MNN_PUBLIC Session {
         Interpreter::SessionMode outputMode = Interpreter::Session_Output_Inside;
         Interpreter::SessionMode backendMode = Interpreter::Session_Backend_Fix;
         Interpreter::SessionMode resizeMode = Interpreter::Session_Resize_Direct;
+        Interpreter::SessionMode memoryUsageMode = Interpreter::Session_Memory_Collect;
         int maxTuningNumber = MNN_DEFAULT_TUNING_NUMBER;
     };
     Session(Schedule::ScheduleInfo&& info, const ModeGroup& mode,
@@ -145,6 +146,7 @@ class MNN_PUBLIC Session {
     bool mValid      = true;
     bool mNeedMalloc = true;
     Interpreter::SessionMode mCallBackMode;
+    Interpreter::SessionMode mMemoryUsageMode;
     Schedule::ScheduleInfo mInfo;
     ModeGroup mMode;
 };
diff --git a/source/geometry/GeometryStridedSlice.cpp b/source/geometry/GeometryStridedSlice.cpp
index c2bc4bed1..74188aeb6 100644
--- a/source/geometry/GeometryStridedSlice.cpp
+++ b/source/geometry/GeometryStridedSlice.cpp
@@ -27,26 +27,30 @@ class GeometryStridedSlice : public GeometryComputer {
         int32_t shrinkAxisMask = parameter->shrinkAxisMask();
         int32_t ellipsisMask = parameter->ellipsisMask();
         int32_t newAxisMask = parameter->newAxisMask();
+        int32_t fromType = parameter->fromType();
         if (ellipsisMask && (ellipsisMask & (ellipsisMask - 1))) {
             MNN_ERROR("only one non-zero bit is allowed in ellipsisMask\n");
             return false;
         }
 
+        MNN_ASSERT(inputs.size() >= 3 && inputs.size() <= 5);
         Tensor *begin   = inputs[1];
         Tensor *end     = inputs[2];
-        Tensor *strided = inputs[3];
-        MNN_ASSERT(begin->buffer().dimensions == end->buffer().dimensions &&
-                   begin->buffer().dimensions == strided->buffer().dimensions);
 
+        int32_t strideSize = begin->length(0);
+        MNN_ASSERT(begin->buffer().dimensions == end->buffer().dimensions);
+ 
         int32_t inputShape[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t begins[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t ends[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t strides[MNN_MAX_TENSOR_DIM] = { 0 };
+        int32_t axes[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t beginMasks[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t endMasks[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t shrinkAxisMasks[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t newAxisMasks[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t inputStride[MNN_MAX_TENSOR_DIM];
+        
         {
             int stride = 1;
             for (int i = input->buffer().dimensions - 1; i >= 0; --i) {
@@ -55,7 +59,7 @@ class GeometryStridedSlice : public GeometryComputer {
                 stride *= inputShape[i];
             }
         }
-        int strideSize = begin->length(0);
+        
         for (int i = 0; i < inputDim; i++) {
             inputShape[i] = input->length(i);
         }
@@ -71,65 +75,117 @@ class GeometryStridedSlice : public GeometryComputer {
         for (int i = 0; i < strideSize; i++) {
             newAxisMasks[i] = newAxisMask & (1 << i);
         }
+        
+        // broadcast begin end stride axis param
+        if (fromType == 1) {
 
-        // deal ellipsis, expand strides info
-        if (ellipsisMask > 0) {
-            int32_t beginMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            int32_t endMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            int32_t shrinkAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            int32_t newAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            // expand stride info
-            int ellipsisPos = -1;
-            for (int i = 0; i < strideSize; i++) {
-                int temp = ellipsisMask & (1 << i);
-                if (temp != 0) {
-                    ellipsisPos = i;
-                    break;
-                }
+            Tensor *axis = nullptr;
+            if(inputs.size() >= 4) {
+                axis = inputs[3];
+            }
+
+            Tensor *step = nullptr;
+            if(inputs.size() == 5) {
+                step = inputs[4];
+            }
+
+            for(int i = 0; i < inputDim; i++) {
+                begins[i] = 0;
+                ends[i] = inputShape[i];
+                strides[i] = 1;
             }
-            MNN_ASSERT(ellipsisPos >= 0 && ellipsisPos < strideSize);
-            /*
-             Example: foo's dim is [2, 3, 4, 5, 6, 7], foo[0:2, :, 3:5, 3:6]:
-                1. strideSize = 4, inputDim = 6, ellipsis = 2(0010)
-                2. left part: 0:2, right part: 3:5, 3:6
-                3. expand: foo[0:2, 0:3, 0:4, 3:5, 3:6]
-             */
-            int ellpsisSize = inputDim - strideSize, strideIdx = 0;
-            for (int i = 0; i < inputDim; i++) {
-                if (i == ellipsisPos) {
-                    strideIdx++;
+        
+            for (int i = 0; i < strideSize; i++) {
+                auto temp_axis = i;
+                if(axis != nullptr) {
+                    temp_axis = axis->host<int>()[i];
+                    temp_axis = temp_axis < 0 ? (temp_axis + inputDim) : temp_axis;
+                    MNN_ASSERT(temp_axis < MNN_MAX_TENSOR_DIM);
                 }
-                if (i >= ellipsisPos && i <= ellipsisPos + ellpsisSize) {
-                    begins[i] = 0;
-                    ends[i] = inputShape[i];
-                    strides[i] = 1;
-                    beginMasksTmp[i] = 0;
-                    endMasksTmp[i] = 0;
-                    shrinkAxisMasksTmp[i] = 0;
-                } else {
-                    begins[i] = begin->host<int32_t>()[strideIdx];
-                    ends[i] = end->host<int32_t>()[strideIdx];
-                    strides[i] = strided->host<int32_t>()[strideIdx];
-                    beginMasksTmp[i] = beginMasks[strideIdx];
-                    endMasksTmp[i] = endMasks[strideIdx];
-                    shrinkAxisMasksTmp[i] = shrinkAxisMasks[strideIdx];
-                    newAxisMasksTmp[i] = newAxisMasks[strideIdx++];
+                if(step != nullptr) {
+                    strides[temp_axis] = step->host<int>()[i];
                 }
-            }
-            for (int i = 0; i < inputDim; i++) {
-                beginMasks[i] = beginMasksTmp[i];
-                endMasks[i] = endMasksTmp[i];
-                shrinkAxisMasks[i] = shrinkAxisMasksTmp[i];
-                newAxisMasks[i] = newAxisMasksTmp[i];
+                
+                auto shape = inputShape[temp_axis];
+                auto temp_value = begin->host<int>()[i];
+                temp_value = temp_value < 0 ? (temp_value + shape) : temp_value;
+                begins[temp_axis] = temp_value;
+                
+                temp_value = end->host<int>()[i];
+                temp_value = temp_value < 0 ? (temp_value + shape) : temp_value;
+                ends[temp_axis] = temp_value;
             }
             strideSize = inputDim;
-        } else {
-            for (int i = 0; i < strideSize; i++) {
-                begins[i] = begin->host<int>()[i];
-                ends[i] = end->host<int>()[i];
-                strides[i] = strided->host<int>()[i];
+
+        } else if(fromType == 0) {
+
+            Tensor *strided = nullptr;
+            if(inputs.size() >= 4) {
+                strided = inputs[3];
+                MNN_ASSERT(begin->buffer().dimensions == strided->buffer().dimensions);
+            }
+            // deal ellipsis, expand strides info
+            if (ellipsisMask > 0) {
+                int32_t beginMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                int32_t endMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                int32_t shrinkAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                int32_t newAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                // expand stride info
+                int ellipsisPos = -1;
+                for (int i = 0; i < strideSize; i++) {
+                    int temp = ellipsisMask & (1 << i);
+                    if (temp != 0) {
+                        ellipsisPos = i;
+                        break;
+                    }
+                }
+                MNN_ASSERT(ellipsisPos >= 0 && ellipsisPos < strideSize);
+                /*
+                Example: foo's dim is [2, 3, 4, 5, 6, 7], foo[0:2, :, 3:5, 3:6]:
+                    1. strideSize = 4, inputDim = 6, ellipsis = 2(0010)
+                    2. left part: 0:2, right part: 3:5, 3:6
+                    3. expand: foo[0:2, 0:3, 0:4, 3:5, 3:6]
+                */
+                int ellpsisSize = inputDim - strideSize, strideIdx = 0;
+                for (int i = 0; i < inputDim; i++) {
+                    if (i == ellipsisPos) {
+                        strideIdx++;
+                    }
+                    if (i >= ellipsisPos && i <= ellipsisPos + ellpsisSize) {
+                        begins[i] = 0;
+                        ends[i] = inputShape[i];
+                        strides[i] = 1;
+                        beginMasksTmp[i] = 0;
+                        endMasksTmp[i] = 0;
+                        shrinkAxisMasksTmp[i] = 0;
+                    } else {
+                        begins[i] = begin->host<int32_t>()[strideIdx];
+                        ends[i] = end->host<int32_t>()[strideIdx];
+                        if(strided != nullptr) {
+                            strides[i] = strided->host<int32_t>()[strideIdx];
+                        }
+                        beginMasksTmp[i] = beginMasks[strideIdx];
+                        endMasksTmp[i] = endMasks[strideIdx];
+                        shrinkAxisMasksTmp[i] = shrinkAxisMasks[strideIdx];
+                        newAxisMasksTmp[i] = newAxisMasks[strideIdx++];
+                    }
+                }
+                for (int i = 0; i < inputDim; i++) {
+                    beginMasks[i] = beginMasksTmp[i];
+                    endMasks[i] = endMasksTmp[i];
+                    shrinkAxisMasks[i] = shrinkAxisMasksTmp[i];
+                    newAxisMasks[i] = newAxisMasksTmp[i];
+                }
+                strideSize = inputDim;
+            } else {
+                for (int i = 0; i < strideSize; i++) {
+                    begins[i] = begin->host<int>()[i];
+                    ends[i] = end->host<int>()[i];
+                    strides[i] = strided->host<int>()[i];
+                }
             }
         }
+        
         int32_t beginShape[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t endShape[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t stridedShape[MNN_MAX_TENSOR_DIM] = { 0 };
@@ -251,7 +307,8 @@ class GeometryStridedSlice : public GeometryComputer {
             reg.dst.stride[1] = reg.size[2];
             reg.dst.stride[2] = 1;
         }
-        if (inputs.size() == 5) {
+
+        if (fromType == 0 && inputs.size() == 5) {
             auto write = inputs[4];
             std::vector<int> shape(outputShape, outputShape + shapeNum);
             if (write->shape() != shape) {
diff --git a/source/math/Vec.hpp b/source/math/Vec.hpp
index 722edf72e..23a9668d7 100644
--- a/source/math/Vec.hpp
+++ b/source/math/Vec.hpp
@@ -280,6 +280,126 @@ struct Vec<float, 4> {
     }
 };
 
+template<>
+struct Vec<int8_t, 16> {
+    using VecType = Vec<int8_t, 16>;
+    int8x16_t value;
+    Vec() {
+    }
+    Vec(const int8_t v) {
+        value = vdupq_n_s8(v);
+    }
+    Vec(const int8x16_t v) {
+        value = v;
+    }
+    Vec(const VecType& lr) {
+        value = lr.value;
+    }
+    Vec(const VecType&& lr) {
+        value = std::move(lr.value);
+    }
+    float operator[](size_t i) {
+        return value[i];
+    }
+    static VecType load(const int8_t* addr) {
+        VecType v = { vld1q_s8(addr) };
+        return v;
+    }
+    static VecType broadcast(const int8_t* addr) {
+        VecType dst = { vld1q_dup_s8(addr) };
+        return dst;
+    }
+    static void save(int8_t* addr, const VecType& v) {
+        vst1q_s8(addr, v.value);
+    }
+    static VecType max(const VecType& v1, const VecType& v2) {
+        VecType dst = { vmaxq_s8(v1.value, v2.value) };
+        return dst;
+    }
+    static VecType min(const VecType& v1, const VecType& v2) {
+        VecType dst = { vminq_s8(v1.value, v2.value) };
+        return dst;
+    }
+    static VecType fma(const VecType& v1, const VecType& v2, const VecType& v3) {
+        VecType dst = {vmlaq_s8(v1.value, v2.value, v3.value)};
+        return dst;
+    }
+    static VecType fms(const VecType& v1, const VecType& v2, const VecType& v3) {
+        VecType dst = {vmlsq_s8(v1.value, v2.value, v3.value)};
+        return dst;
+    }
+    static inline void transpose4(VecType& vec0, VecType& vec1, VecType& vec2, VecType& vec3) {
+#ifdef __aarch64__
+        auto m0 = vtrn1q_s8(reinterpret_cast<int8x16_t>(vec0.value), reinterpret_cast<int8x16_t>(vec1.value));
+        auto m1 = vtrn2q_s8(reinterpret_cast<int8x16_t>(vec0.value), reinterpret_cast<int8x16_t>(vec1.value));
+        auto m2 = vtrn1q_s8(reinterpret_cast<int8x16_t>(vec2.value), reinterpret_cast<int8x16_t>(vec3.value));
+        auto m3 = vtrn2q_s8(reinterpret_cast<int8x16_t>(vec2.value), reinterpret_cast<int8x16_t>(vec3.value));
+        vec0.value = reinterpret_cast<int8x16_t>(vtrn1q_s16(reinterpret_cast<int16x8_t>(m0), reinterpret_cast<int16x8_t>(m2)));
+        vec1.value = reinterpret_cast<int8x16_t>(vtrn1q_s16(reinterpret_cast<int16x8_t>(m1), reinterpret_cast<int16x8_t>(m3)));
+        vec2.value = reinterpret_cast<int8x16_t>(vtrn2q_s16(reinterpret_cast<int16x8_t>(m0), reinterpret_cast<int16x8_t>(m2)));
+        vec3.value = reinterpret_cast<int8x16_t>(vtrn2q_s16(reinterpret_cast<int16x8_t>(m1), reinterpret_cast<int16x8_t>(m3)));
+#else
+        auto m0m1 = vtrnq_s8(reinterpret_cast<int8x16_t>(vec0.value), reinterpret_cast<int16x8_t>(vec1.value));
+        auto m2m3 = vtrnq_s8(reinterpret_cast<int8x16_t>(vec2.value), reinterpret_cast<int16x8_t>(vec3.value));
+        vec0.value = reinterpret_cast<int8x16_t>(m0m1.val[0]);
+        vec1.value = reinterpret_cast<int8x16_t>(m0m1.val[1]);
+        vec2.value = reinterpret_cast<int8x16_t>(m2m3.val[0]);
+        vec3.value = reinterpret_cast<int8x16_t>(m2m3.val[1]);
+        vec0.value = reinterpret_cast<int8x16_t>(vsetq_lane_s16(vgetq_lane_s16(reinterpret_cast<int16x8_t>(m2m3.val[0]), 0), reinterpret_cast<int16x8_t>(vec0.value), 1));
+        vec1.value = reinterpret_cast<int8x16_t>(vsetq_lane_s16(vgetq_lane_s16(reinterpret_cast<int16x8_t>(m2m3.val[1]), 0), reinterpret_cast<int16x8_t>(vec1.value), 1));
+        vec2.value = reinterpret_cast<int8x16_t>(vsetq_lane_s16(vgetq_lane_s16(reinterpret_cast<int16x8_t>(m0m1.val[0]), 1), reinterpret_cast<int16x8_t>(vec2.value), 0));
+        vec3.value = reinterpret_cast<int8x16_t>(vsetq_lane_s16(vgetq_lane_s16(reinterpret_cast<int16x8_t>(m0m1.val[1]), 1), reinterpret_cast<int16x8_t>(vec3.value), 0));
+        /*
+        generated arm32 assembly code is almost the same as:
+            vtrn.32 d0, d2
+            vtrn.32 d1, d3
+            vtrn.32 d4, d6
+            vtrn.32 d5, d7
+            vswp d1, d4
+            vswp d3, d6
+        */
+
+#endif
+    }
+
+    VecType operator+(const VecType& lr) const {
+        VecType dst = { vaddq_s8(value, lr.value) };
+        return dst;
+    }
+    VecType operator-(const VecType& lr) const {
+        VecType dst = { vsubq_s8(value, lr.value) };
+        return dst;
+    }
+    VecType operator+=(const VecType& lr) {
+        value = vaddq_s8(value, lr.value);
+        return *this;
+    }
+    VecType operator-=(const VecType& lr) {
+        value = vsubq_s8(value, lr.value);
+        return *this;
+    }
+//    VecType operator*(int8_t lr) const {
+//        VecType dst = { vmulq_n_s8(value, lr) };
+//        return dst;
+//    }
+    VecType operator*(const VecType& lr) const {
+        VecType dst = { vmulq_s8(value, lr.value) };
+        return dst;
+    }
+    VecType& operator=(const VecType& lr) {
+        value = lr.value;
+        return *this;
+    }
+    VecType& operator=(const VecType&& lr) {
+        value = std::move(lr.value);
+        return *this;
+    }
+    VecType operator-() {
+        VecType dst = { vnegq_s8(value) };
+        return dst;
+    }
+};
+
 #elif defined(MNN_USE_SSE)
 template<>
 struct Vec<float, 4> {
diff --git a/source/shape/ShapeStridedSlice.cpp b/source/shape/ShapeStridedSlice.cpp
index 1cdfaf6ae..860d03918 100644
--- a/source/shape/ShapeStridedSlice.cpp
+++ b/source/shape/ShapeStridedSlice.cpp
@@ -16,14 +16,8 @@ class StridedSliceComputer : public SizeComputer {
 public:
     virtual bool onComputeSize(const MNN::Op *op, const std::vector<Tensor *> &inputs,
                                const std::vector<Tensor *> &outputs) const override {
-        // write to input
-        if (inputs.size() == 5) {
-            TensorUtils::copyShape(inputs[0], outputs[0], true);
-            outputs[0]->buffer().type = inputs[0]->buffer().type;
-            TensorUtils::getDescribe(outputs[0])->dimensionFormat = TensorUtils::getDescribe(inputs[0])->dimensionFormat;
-            return true;
-        }
-        MNN_ASSERT(4 <= inputs.size());
+        MNN_ASSERT(3 <= inputs.size());
+        MNN_ASSERT(5 >= inputs.size());
         MNN_ASSERT(1 == outputs.size());
         
         Tensor *input            = inputs[0];
@@ -37,6 +31,15 @@ class StridedSliceComputer : public SizeComputer {
         int32_t shrinkAxisMask = parameter->shrinkAxisMask();
         int32_t ellipsisMask = parameter->ellipsisMask();
         int32_t newAxisMask = parameter->newAxisMask();
+        int32_t fromType = parameter->fromType();
+
+        // write to input
+        if (fromType == 0 && inputs.size() == 5) {
+            TensorUtils::copyShape(inputs[0], outputs[0], true);
+            outputs[0]->buffer().type = inputs[0]->buffer().type;
+            TensorUtils::getDescribe(outputs[0])->dimensionFormat = TensorUtils::getDescribe(inputs[0])->dimensionFormat;
+            return true;
+        }
         if (ellipsisMask && (ellipsisMask & (ellipsisMask - 1))) {
             MNN_ERROR("only one non-zero bit is allowed in ellipsisMask\n");
             return false;
@@ -44,24 +47,25 @@ class StridedSliceComputer : public SizeComputer {
 
         Tensor *begin   = inputs[1];
         Tensor *end     = inputs[2];
-        Tensor *strided = inputs[3];
-        auto output    = outputs[0];
 
-        MNN_ASSERT(begin->buffer().dimensions == end->buffer().dimensions &&
-                   begin->buffer().dimensions == strided->buffer().dimensions);
+        int32_t strideSize = begin->length(0);
+        auto output    = outputs[0];
 
+        MNN_ASSERT(begin->buffer().dimensions == end->buffer().dimensions);
         int32_t inputShape[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t begins[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t ends[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t strides[MNN_MAX_TENSOR_DIM] = { 0 };
+        int32_t axes[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t beginMasks[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t endMasks[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t shrinkAxisMasks[MNN_MAX_TENSOR_DIM] = { 0 };
         int32_t newAxisMasks[MNN_MAX_TENSOR_DIM] = { 0 };
-        int strideSize = begin->length(0);
+
         for (int i = 0; i < inputDim; i++) {
             inputShape[i] = input->length(i);
         }
+
         for (int i = 0; i < strideSize; i++) {
             beginMasks[i] = beginMask & (1 << i);
         }
@@ -75,62 +79,119 @@ class StridedSliceComputer : public SizeComputer {
             newAxisMasks[i] = newAxisMask & (1 << i);
         }
 
-        // deal ellipsis, expand strides info
-        if (ellipsisMask > 0) {
-            int32_t beginMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            int32_t endMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            int32_t shrinkAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            int32_t newAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
-            // expand stride info
-            int ellipsisPos = -1;
-            for (int i = 0; i < strideSize; i++) {
-                int temp = ellipsisMask & (1 << i);
-                if (temp != 0) {
-                    ellipsisPos = i;
-                    break;
-                }
+        for(int i = 0; i < inputDim; i++) {
+            begins[i] = 0;
+            ends[i] = inputShape[i];
+            strides[i] = 1;
+        }
+        
+        // broadcast begin end stride axis param
+        if (fromType == 1) {
+
+            Tensor *axis = nullptr;
+            if(inputs.size() >= 4) {
+                axis = inputs[3];
+            }
+
+            Tensor *step = nullptr;
+            if(inputs.size() == 5) {
+                step = inputs[4];
+            }
+
+            for(int i = 0; i < inputDim; i++) {
+                begins[i] = 0;
+                ends[i] = inputShape[i];
+                strides[i] = 1;
             }
-            MNN_ASSERT(ellipsisPos >= 0 && ellipsisPos < strideSize);
-            /*
-             Example: foo's dim is [2, 3, 4, 5, 6, 7], foo[0:2, :, 3:5, 3:6]:
-                1. strideSize = 4, inputDim = 6, ellipsis = 2(0010)
-                2. left part: 0:2, right part: 3:5, 3:6
-                3. expand: foo[0:2, 0:3, 0:4, 3:5, 3:6]
-             */
-            int ellpsisSize = inputDim - strideSize, strideIdx = 0;
-            for (int i = 0; i < inputDim; i++) {
-                if (i == ellipsisPos) {
-                    strideIdx++;
+        
+            for (int i = 0; i < strideSize; i++) {
+                auto temp_axis = i;
+                if(axis != nullptr) {
+                    temp_axis = axis->host<int>()[i];
+                    temp_axis = temp_axis < 0 ? (temp_axis + inputDim) : temp_axis;
+                    MNN_ASSERT(temp_axis < MNN_MAX_TENSOR_DIM);
                 }
-                if (i >= ellipsisPos && i <= ellipsisPos + ellpsisSize) {
-                    begins[i] = 0;
-                    ends[i] = inputShape[i];
-                    strides[i] = 1;
-                    beginMasksTmp[i] = 0;
-                    endMasksTmp[i] = 0;
-                    shrinkAxisMasksTmp[i] = 0;
-                } else {
-                    begins[i] = begin->host<int32_t>()[strideIdx];
-                    ends[i] = end->host<int32_t>()[strideIdx];
-                    strides[i] = strided->host<int32_t>()[strideIdx];
-                    beginMasksTmp[i] = beginMasks[strideIdx];
-                    endMasksTmp[i] = endMasks[strideIdx];
-                    shrinkAxisMasksTmp[i] = shrinkAxisMasks[strideIdx];
-                    newAxisMasksTmp[i] = newAxisMasks[strideIdx++];
+                if(step != nullptr) {
+                    strides[temp_axis] = step->host<int>()[i];
                 }
-            }
-            for (int i = 0; i < inputDim; i++) {
-                beginMasks[i] = beginMasksTmp[i];
-                endMasks[i] = endMasksTmp[i];
-                shrinkAxisMasks[i] = shrinkAxisMasksTmp[i];
-                newAxisMasks[i] = newAxisMasksTmp[i];
+                
+                auto shape = inputShape[temp_axis];
+                auto temp_value = begin->host<int>()[i];
+                temp_value = temp_value < 0 ? (temp_value + shape) : temp_value;
+                begins[temp_axis] = temp_value;
+                
+                temp_value = end->host<int>()[i];
+                temp_value = temp_value < 0 ? (temp_value + shape) : temp_value;
+                ends[temp_axis] = temp_value;
             }
             strideSize = inputDim;
-        } else {
-            for (int i = 0; i < strideSize; i++) {
-                begins[i] = begin->host<int>()[i];
-                ends[i] = end->host<int>()[i];
-                strides[i] = strided->host<int>()[i];
+
+        } else if(fromType == 0) {
+
+            Tensor *strided = nullptr;
+            if(inputs.size() >= 4) {
+                strided = inputs[3];
+                MNN_ASSERT(begin->buffer().dimensions == strided->buffer().dimensions);
+            }
+            // deal ellipsis, expand strides info
+            if (ellipsisMask > 0) {
+                int32_t beginMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                int32_t endMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                int32_t shrinkAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                int32_t newAxisMasksTmp[MNN_MAX_TENSOR_DIM] = { 0 };
+                // expand stride info
+                int ellipsisPos = -1;
+                for (int i = 0; i < strideSize; i++) {
+                    int temp = ellipsisMask & (1 << i);
+                    if (temp != 0) {
+                        ellipsisPos = i;
+                        break;
+                    }
+                }
+                MNN_ASSERT(ellipsisPos >= 0 && ellipsisPos < strideSize);
+                /*
+                Example: foo's dim is [2, 3, 4, 5, 6, 7], foo[0:2, :, 3:5, 3:6]:
+                    1. strideSize = 4, inputDim = 6, ellipsis = 2(0010)
+                    2. left part: 0:2, right part: 3:5, 3:6
+                    3. expand: foo[0:2, 0:3, 0:4, 3:5, 3:6]
+                */
+                int ellpsisSize = inputDim - strideSize, strideIdx = 0;
+                for (int i = 0; i < inputDim; i++) {
+                    if (i == ellipsisPos) {
+                        strideIdx++;
+                    }
+                    if (i >= ellipsisPos && i <= ellipsisPos + ellpsisSize) {
+                        begins[i] = 0;
+                        ends[i] = inputShape[i];
+                        strides[i] = 1;
+                        beginMasksTmp[i] = 0;
+                        endMasksTmp[i] = 0;
+                        shrinkAxisMasksTmp[i] = 0;
+                    } else {
+                        begins[i] = begin->host<int32_t>()[strideIdx];
+                        ends[i] = end->host<int32_t>()[strideIdx];
+                        if(strided != nullptr) {
+                            strides[i] = strided->host<int32_t>()[strideIdx];
+                        }
+                        beginMasksTmp[i] = beginMasks[strideIdx];
+                        endMasksTmp[i] = endMasks[strideIdx];
+                        shrinkAxisMasksTmp[i] = shrinkAxisMasks[strideIdx];
+                        newAxisMasksTmp[i] = newAxisMasks[strideIdx++];
+                    }
+                }
+                for (int i = 0; i < inputDim; i++) {
+                    beginMasks[i] = beginMasksTmp[i];
+                    endMasks[i] = endMasksTmp[i];
+                    shrinkAxisMasks[i] = shrinkAxisMasksTmp[i];
+                    newAxisMasks[i] = newAxisMasksTmp[i];
+                }
+                strideSize = inputDim;
+            } else {
+                for (int i = 0; i < strideSize; i++) {
+                    begins[i] = begin->host<int>()[i];
+                    ends[i] = end->host<int>()[i];
+                    strides[i] = strided->host<int>()[i];
+                }
             }
         }
 
@@ -224,10 +285,10 @@ class StridedSliceComputer : public SizeComputer {
 
         output->buffer().dimensions    = outputShapeShrinkSize;
         output->buffer().type          = input->buffer().type;
-
         for (int i = 0; i < outputShapeShrinkSize; i++) {
             output->buffer().dim[i].extent = outputShapeShrinked[i];
         }
+
         TensorUtils::getDescribe(outputs[0])->dimensionFormat = TensorUtils::getDescribe(inputs[0])->dimensionFormat;
         return true;
     }
diff --git a/test/op/BinaryOPTest.cpp b/test/op/BinaryOPTest.cpp
index 95e2e7dda..d71b8588d 100644
--- a/test/op/BinaryOPTest.cpp
+++ b/test/op/BinaryOPTest.cpp
@@ -10,16 +10,19 @@
 #include <MNN/expr/ExprCreator.hpp>
 #include "MNNTestSuite.h"
 #include "TestUtils.h"
+#include "MNN_generated.h"
+#include "core/TensorUtils.hpp"
 
+using namespace MNN;
 using namespace MNN::Express;
 using namespace std;
 
 class BinaryTestCommon : public MNNTestCase {
 protected:
     template<typename Tin, typename Tout>
-    bool test(VARP (*opFunc)(VARP, VARP), string name, Tout threshold,
+    bool test(VARP (*opFunc)(VARP, VARP), string name, float threshold,
               const vector<Tin>& data_x, const vector<Tin>& data_y, const vector<Tout>& data_out,
-              const vector<int>& shape_x, const vector<int>& shape_y, const vector<int>& shape_out) {
+              const vector<int>& shape_x, const vector<int>& shape_y, const vector<int>& shape_out, const vector<float> quantScales={}, const vector<float> zeroPoints={}) {
         int size_x = 1, size_y = 1, size_out = 1;
         for (int i = 0; i < shape_x.size(); ++i) {
             size_x *= shape_x[i];
@@ -35,14 +38,22 @@ class BinaryTestCommon : public MNNTestCase {
         auto input_y = _Input(shape_y, NCHW, halide_type_of<Tin>());
         input_x->setName("input_x");
         input_y->setName("input_y");
+        if (quantScales.size() > 1) {
+        input_x->writeScaleMap(quantScales[0], zeroPoints[0]);
+        input_y->writeScaleMap(quantScales[1], zeroPoints[1]);
+        }
         // set input data
         auto ptr_x = input_x->template writeMap<Tin>();
         auto ptr_y = input_y->template writeMap<Tin>();
         memcpy(ptr_x, data_x.data(), size_x * sizeof(Tin));
         memcpy(ptr_y, data_y.data(), size_y * sizeof(Tin));
+
         input_x->unMap();
         input_y->unMap();
         auto output = opFunc(input_x, input_y);
+        if (quantScales.size() > 0){
+            output->writeScaleMap(quantScales[2], zeroPoints[2]);
+        }
         auto gotOutput = output->template readMap<Tout>();
 
         auto shape_got = output->getInfo()->dim;
@@ -56,7 +67,16 @@ class BinaryTestCommon : public MNNTestCase {
                 return false;
             }
         }
-
+        if (quantScales.size() > 0) {
+            for (int i = 0; i < size_out; ++i) {
+                auto error = (int32_t)data_out[i] - (int32_t)gotOutput[i];
+                if (error * error > 1) {
+                    MNN_PRINT("%s Test error: compute result=%d, right value=%d\n", name.c_str(), (int32_t)gotOutput[i], (int32_t)data_out[i]);
+                    return false;
+                }
+            }
+            return true;
+        }
         if (!checkVectorByRelativeError<Tout>(gotOutput, data_out.data(), size_out, threshold)) {
             MNN_ERROR("%s test failed!\n", name.c_str());
             return false;
@@ -64,7 +84,6 @@ class BinaryTestCommon : public MNNTestCase {
         return true;
     }
 };
-
 class AddTest : public BinaryTestCommon {
 public:
     virtual ~AddTest() = default;
@@ -75,6 +94,18 @@ class AddTest : public BinaryTestCommon {
     }
 };
 
+class AddInt8Test : public BinaryTestCommon {
+    public: 
+        virtual ~AddInt8Test() = default;
+        virtual bool run(int precision) {
+        vector<float> inp2 = {1.1, 2.2, 3.3, 4.6}, inp1 = {2};
+            vector<float> rightResult = {3.1, 4.2, 5.3, 6.6};
+
+        return test<float, float>(_Add, "AddInt8Test", 0.01, inp1, inp2, rightResult, {1}, {4}, {4}, {0.4, 0.4, 0.4},
+                                  {0., 0., 0.});
+        }
+};
+
 class SubtractTest : public BinaryTestCommon {
 public:
     virtual ~SubtractTest() = default;
@@ -84,6 +115,19 @@ class SubtractTest : public BinaryTestCommon {
                     {4}, {4}, {4});
     }
 };
+class SubtractInt8Test : public BinaryTestCommon {
+    public:
+        virtual ~SubtractInt8Test() = default;
+        virtual bool run(int precision) {
+        vector<float> inp1 = {1.1, 2.2, 3.3, 4.6, 1.1, 2.2, 3.3, 4.6,1.1, 2.2, 3.3, 4.6,1.1, 2.2, 3.3, 4.6}, inp2 = {5.7};
+        vector<float> rightResult = {-4.6, -3.5, -2.4, -1.1, -4.6, -3.5, -2.4, -1.1, -4.6, -3.5, -2.4,
+                                    -1.1, -4.6, -3.5, -2.4, -1.1};
+
+        return test<float, float>(_Subtract, "SubtractInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {4, 4}, {1}, {4, 4}, {0.4, 0.4, 0.4}, {0., 0., 0.});
+        }
+};
+
 class MultiplyTest : public BinaryTestCommon {
 public:
     virtual ~MultiplyTest() = default;
@@ -93,6 +137,17 @@ class MultiplyTest : public BinaryTestCommon {
                     {4}, {4}, {4});
     }
 };
+class MultiplyInt8Test : public BinaryTestCommon {
+public:
+    virtual ~MultiplyInt8Test() = default;
+    virtual bool run(int precision) {
+        vector<float> inp1 = {1.1, 2.2, 3.3, 4.6}, inp2 = {5.7, 2.5, 0.25, 0.43};
+        vector<float> rightResult = {6.27 , 5.5  , 0.825, 1.978};
+        return test<float, float>(_Multiply, "MultiplyInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {4}, {4}, {4}, {0.4, 0.4, 0.16}, {0., 0., 0.});
+    }
+};
+
 class DivideTest : public BinaryTestCommon {
 public:
     virtual ~DivideTest() = default;
@@ -102,6 +157,17 @@ class DivideTest : public BinaryTestCommon {
                     {4}, {4}, {4});
     }
 };
+class DivideInt8Test : public BinaryTestCommon {
+public:
+    virtual ~DivideInt8Test() = default;
+    virtual bool run(int precision) {
+        vector<float> inp1 = {1.1, 2.2, 3.3, 4.6}, inp2 = {5.7, 2.5, 2.6, 1.88};
+        vector<float> rightResult = {0.19298,  0.88, 1.269, 2.4468};
+        return test<float, float>(_Divide, "DivideInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {4}, {4}, {4}, {0.4, 0.4, 1.0}, {0., 0., 0.});
+    }
+};
+
 class PowTest : public BinaryTestCommon {
 public:
     virtual ~PowTest() = default;
@@ -112,6 +178,17 @@ class PowTest : public BinaryTestCommon {
                     {4}, {4}, {4});
     }
 };
+class PowInt8Test : public BinaryTestCommon {
+public:
+    virtual ~PowInt8Test() = default;
+    virtual bool run(int precision) {
+        vector<float> inp1 = {-1.0, -2.0, -3.0, -4.0}, inp2 = {2.0, 4.0, 2, 4.0};
+        vector<float> rightResult = {1, 16, 8, 0};
+        return test<float, float>(_Pow, "PowInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {4}, {4}, {4}, {1.0, 1.0, 1.0}, {0., 0., 0.});
+    }
+};
+
 class MinimumTest : public BinaryTestCommon {
 public:
     virtual ~MinimumTest() = default;
@@ -121,6 +198,17 @@ class MinimumTest : public BinaryTestCommon {
                     {4}, {4}, {4});
     }
 };
+class MinimumInt8Test : public BinaryTestCommon {
+public:
+    virtual ~MinimumInt8Test() = default;
+    virtual bool run(int precision) {
+        vector<float> inp1 = {-1.2, -5.0, 8, 10}, inp2 = {9.3, 3.1, 11.0, 2.9};
+        vector<float> rightResult = {-1.2, -5.0, 8, 2.9};
+        return test<float, float>(_Minimum, "MinimumInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {4}, {4}, {4}, {0.4, 0.4, 0.4}, {0., 0., 0.});
+    }
+};
+
 class MaximumTest : public BinaryTestCommon {
 public:
     virtual ~MaximumTest() = default;
@@ -130,6 +218,17 @@ class MaximumTest : public BinaryTestCommon {
                     {4}, {4}, {4});
     }
 };
+class MaximumInt8Test : public BinaryTestCommon {
+public:
+    virtual ~MaximumInt8Test() = default;
+    virtual bool run(int precision) {
+        vector<float> inp1 = {-1, -5, 8, 10}, inp2 = {9};
+        vector<float> rightResult = {9, 9, 9, 10};
+        return test<float, float>(_Maximum, "MaximumInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {4}, {1}, {4}, {0.4, 0.4, 0.4}, {0., 0., 0.});
+    }
+};
+
 class BiasAddTest : public BinaryTestCommon {
 public:
     virtual ~BiasAddTest() = default;
@@ -185,6 +284,16 @@ class FloorDivTest : public BinaryTestCommon {
                     {4, 2}, {2}, {4, 2});
     }
 };
+class FloorDivInt8Test : public BinaryTestCommon {
+public:
+    virtual ~FloorDivInt8Test() = default;
+    virtual bool run(int precision) {
+        vector<float> inp1 = {-3.98, 17.5, 25.4, 6.7}, inp2 = {3};
+        vector<float> rightResult = {-2, 5, 8, 2};
+        return test<float, float>(_FloorDiv, "FloorDivInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {4}, {1}, {4}, {0.4, 0.4, 1}, {0., 0., 0.});
+    }
+};
 class ModTestInt : public BinaryTestCommon {
 public:
     virtual ~ModTestInt() = default;
@@ -234,6 +343,17 @@ class SquaredDifferenceTest : public BinaryTestCommon {
                     {4, 2}, {2}, {4, 2});
     }
 };
+class SquaredDifferenceInt8Test : public BinaryTestCommon {
+public:
+    virtual ~SquaredDifferenceInt8Test() = default;
+    virtual bool run(int precision) {
+        vector<float> inp1 = {-1, -2, -3, -4, 5, 6, 7, 8, -1, -2, -3, -4, 5, 6, 7, 8, -1, -2, -3, -4, 5, 6, 7, 8, -1, -2, -3, -4, 5, 6, 7, 8}, inp2 = {3};
+        vector<float> rightResult = {16, 25, 36, 49, 4, 9, 16, 25, 16, 25, 36, 49, 4, 9, 16, 25, 16, 25, 36, 49, 4, 9, 16, 25, 16, 25, 36, 49, 4, 9, 16, 25};
+        return test<float, float>(_SquaredDifference, "SquaredDifferenceInt8Test", 0.01, inp1, inp2, rightResult,
+                                  {8, 4}, {1}, {8, 4}, {1, 1, 1}, {0., 0., 0.});
+    }
+};
+
 class EqualTest : public BinaryTestCommon {
 public:
     virtual ~EqualTest() = default;
@@ -267,6 +387,16 @@ class FloorModTest : public BinaryTestCommon {
                     {4, 2}, {2}, {4, 2});
     }
 };
+class FloorModInt8Test : public BinaryTestCommon {
+public:
+    virtual ~FloorModInt8Test() = default;
+    virtual bool run(int precision) {
+        return test<float, float>(_FloorMod, "FloorModInt8Test", 0.01,
+                    {-1, -3, 5, 7},
+                    {3.0f}, {2, 0, 2, 1},
+                                  {4}, {1}, {4}, {0.3, 0.3, 0.3}, {0., 0., 0.});
+    }
+};
 class Atan2Test : public BinaryTestCommon {
 public:
     virtual ~Atan2Test() = default;
@@ -278,6 +408,16 @@ class Atan2Test : public BinaryTestCommon {
                     {4, 2}, {2}, {4, 2});
     }
 };
+class Atan2Int8Test : public BinaryTestCommon {
+public:
+    virtual ~Atan2Int8Test() = default;
+    virtual bool run(int precision) {
+        return test<float, float>(_Atan2, "Atan2Int8Test", 0.01,
+                    {-1, -3, 5, 7},
+                    {3}, {-1, 0, 2, 1},
+                                  {4}, {1}, {4}, {1, 1, 1}, {0., 0., 0.});
+    }
+};
 class LogicalOrTest : public BinaryTestCommon {
 public:
     virtual ~LogicalOrTest() = default;
@@ -334,6 +474,49 @@ class BitwiseXorTest : public BinaryTestCommon {
     }
 };
 
+class BinaryReluTest : public BinaryTestCommon {
+public:
+    virtual ~BinaryReluTest() = default;
+    virtual bool run(int precision) {
+        std::vector<float> input0_data = {
+            1.0, 2.0, 3.0,
+            4.0, 5.0, 6.0,
+            7.0, 8.0, 9.0
+        };
+        std::vector<float> input1_data = {
+            -2.0, 2.0, -4.0,
+            4.0, 5.0, -8.0,
+            7.0, -18.0, 9.0
+        };
+        std::vector<float> output_data = {
+            0.0, 4.0, 0.0,
+            8.0, 10.0, 0.0,
+            14.0, 0.0, 18.0
+        };
+        auto input_0 = _Input({1, 1, 3, 3}, NCHW, halide_type_of<float>());
+        auto input_1 = _Input({1, 1, 3, 3}, NCHW, halide_type_of<float>());
+        ::memcpy(input_0->writeMap<float>(), input0_data.data(), input0_data.size() * sizeof(float));
+        ::memcpy(input_1->writeMap<float>(), input1_data.data(), input1_data.size() * sizeof(float));
+
+        std::unique_ptr<OpT> binaryOp(new OpT);
+        binaryOp->type = OpType_BinaryOp;
+        binaryOp->main.type = OpParameter_BinaryOp;
+
+        binaryOp->main.value = new BinaryOpT;
+        binaryOp->main.AsBinaryOp()->opType = BinaryOpOperation_ADD;
+        binaryOp->main.AsBinaryOp()->activationType = 1;// Do Relu
+
+        auto output = Variable::create(Expr::create(binaryOp.get(), {input_0, input_1}, 1));
+        auto getOutput = output->readMap<float>();
+        if (!checkVectorByRelativeError<float>(getOutput, output_data.data(), output_data.size(), 0.001)) {
+            MNN_ERROR("Binary-Relu fuse test failed!\n");
+            return false;
+        }
+        return true;
+    }
+};
+
+
 class BinaryBroadcastShapeTest : public BinaryTestCommon {
 public:
     virtual ~BinaryBroadcastShapeTest() = default;
@@ -368,6 +551,7 @@ class SubtractBroastTest : public BinaryTestCommon {
     }
 };
 
+// Float32 OpTest.
 MNNTestSuiteRegister(BinaryBroadcastShapeTest, "op/binary/broadcastShapeTest");
 MNNTestSuiteRegister(AddTest, "op/binary/add");
 MNNTestSuiteRegister(SubtractTest, "op/binary/subtract");
@@ -394,3 +578,16 @@ MNNTestSuiteRegister(SubtractBroastTest, "op/binary/subtractBroastTest");
 MNNTestSuiteRegister(BitwiseAndTest, "op/binary/bitwise_and");
 MNNTestSuiteRegister(BitwiseOrTest, "op/binary/bitwise_or");
 MNNTestSuiteRegister(BitwiseXorTest, "op/binary/bitwise_xor");
+MNNTestSuiteRegister(BinaryReluTest, "op/binary/fuse_relu");
+// Int8 OpTest.
+MNNTestSuiteRegister(AddInt8Test, "op/binary/addInt8");
+MNNTestSuiteRegister(SubtractInt8Test, "op/binary/subtractInt8");
+MNNTestSuiteRegister(MultiplyInt8Test, "op/binary/multiplyInt8");
+MNNTestSuiteRegister(DivideInt8Test, "op/binary/divideInt8");
+MNNTestSuiteRegister(PowInt8Test, "op/binary/powInt8");
+MNNTestSuiteRegister(MinimumInt8Test, "op/binary/minimumInt8");
+MNNTestSuiteRegister(MaximumInt8Test, "op/binary/maximumInt8");
+MNNTestSuiteRegister(FloorDivInt8Test, "op/binary/floordivInt8");
+MNNTestSuiteRegister(FloorModInt8Test, "op/binary/floormodInt8");
+MNNTestSuiteRegister(Atan2Int8Test, "op/binary/atan2Int8");
+MNNTestSuiteRegister(SquaredDifferenceInt8Test, "op/binary/sqdInt8");
diff --git a/tools/converter/source/optimizer/onnxextra/OnnxSlice.cpp b/tools/converter/source/optimizer/onnxextra/OnnxSlice.cpp
index 8deef9345..987dd5a88 100644
--- a/tools/converter/source/optimizer/onnxextra/OnnxSlice.cpp
+++ b/tools/converter/source/optimizer/onnxextra/OnnxSlice.cpp
@@ -83,47 +83,22 @@ class OnnxSliceTransform : public OnnxExtraManager::Transform {
                 strideVar = inputs[4];
             }
         }
-        // Use TF's stridedslice, turn onnx slice attribute to tf format
-        auto rank = _Unsqueeze(_Rank(input), {0});
-        auto shape = _Shape(input, true), zero = _Scalar<int>(0);
-        if (nullptr != axisVar) {
-            auto axisPtr = axisVar->readMap<int>();
-            if (nullptr != axisPtr) {
-                if (0 > axisPtr[0]) {
-                    axisVar = axisVar + _Rank(input);
-                }
-            }
-            auto axisVarScatter = _Unsqueeze(axisVar, {1});
-            if (nullptr != axisPtr) {
-                axisVarScatter.fix(VARP::CONSTANT);
-            }
-            auto defaultVar = _Fill(_Shape(axisVar, true), _Scalar<int>(1));
-            auto mask       = _Scalar<int>(1) - _ScatterNd(axisVarScatter, defaultVar, rank);
-            startVar        = _ScatterNd(axisVarScatter, startVar, rank);
-            endVar          = _ScatterNd(axisVarScatter, endVar, rank) + mask * shape;
-            if (nullptr != strideVar) {
-                strideVar = _ScatterNd(axisVarScatter, strideVar - _Scalar<int>(1), rank) + _Fill(rank, _Scalar<int32_t>(1));
-            }
-        }
-        if (nullptr == strideVar) {
-            strideVar = _Fill(rank, _Scalar<int32_t>(1));
-        }
-        // according to onnx spec, negative index should be added dim before clamp(into [0, dim-1]).
-        // Adjustment of MNN runtime engine is not agree with spec, so do this here manually
-        auto adjustIndexIfNeg = [=](VARP index) {
-            return _Select(_Less(index, zero), index + shape, index);
-        };
-        startVar = adjustIndexIfNeg(startVar);
-        endVar = adjustIndexIfNeg(endVar);
-
+        
         std::unique_ptr<MNN::OpT> sliceOp(new OpT);
         sliceOp->name = op->name()->str();
 
         sliceOp->type       = OpType_StridedSlice;
         sliceOp->main.type  = OpParameter_StridedSliceParam;
         auto param          = new StridedSliceParamT;
+        param->fromType     = 1;
         sliceOp->main.value = param;
-        return Expr::create(sliceOp.get(), {input, startVar, endVar, strideVar}, expr->outputSize());
+        if(nullptr != axisVar && nullptr != strideVar) {
+            return Expr::create(sliceOp.get(), {input, startVar, endVar, axisVar, strideVar}, expr->outputSize());
+        }
+        if(nullptr != axisVar) {
+            return Expr::create(sliceOp.get(), {input, startVar, endVar, axisVar}, expr->outputSize());
+        }
+        return Expr::create(sliceOp.get(), {input, startVar, endVar}, expr->outputSize());    
     }
 };
 
diff --git a/tools/cv/CMakeLists.txt b/tools/cv/CMakeLists.txt
index 9f8b7e144..a8e005a69 100644
--- a/tools/cv/CMakeLists.txt
+++ b/tools/cv/CMakeLists.txt
@@ -8,6 +8,7 @@ IF(MNN_BUILD_OPENCV)
   option(MNN_IMGPROC_STRUCTRAL "Enable imgproc structral" ON)
   option(MNN_IMGPROC_HISTOGRAMS "Enable imgproc histograms" ON)
   # imgproc submodules end
+  option(MNN_CVCORE "Enable cv core" ON)
   option(MNN_CALIB3D "Enable calib3d" ON)
   option(MNN_IMGCODECS "Enable imgcodecs" OFF)
   option(MNN_OPENCV_TEST "Enable opencv test" OFF)
@@ -71,16 +72,20 @@ IF(MNN_BUILD_OPENCV)
     add_definitions(-DMNN_IMGCODECS)
     file(GLOB_RECURSE IMGCODECS_SRC ${CMAKE_CURRENT_LIST_DIR}/source/imgcodecs/*.cpp ${CMAKE_CURRENT_LIST_DIR}/include/cv/imgcodecs.hpp)
   endif()
+  if(${MNN_CVCORE})
+    add_definitions(-DMNN_CVCORE)
+    file(GLOB_RECURSE CVCORE_SRC ${CMAKE_CURRENT_LIST_DIR}/source/core/*.cpp ${CMAKE_CURRENT_LIST_DIR}/include/cv/core.hpp)
+  endif()
 
   IF(MNN_SEP_BUILD)
     IF(MNN_BUILD_SHARED_LIBS)
-      add_library(MNNOpenCV SHARED ${IMGPROC_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC})
+      add_library(MNNOpenCV SHARED ${IMGPROC_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC} ${CVCORE_SRC})
       target_link_libraries(MNNOpenCV MNN MNN_Express)
     ELSE()
-      add_library(MNNOpenCV STATIC ${IMGPROC_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC})
+      add_library(MNNOpenCV STATIC ${IMGPROC_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC} ${CVCORE_SRC})
     ENDIF()
   ELSE()
-    add_library(MNNOpenCV OBJECT ${IMGPROC_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC})
+    add_library(MNNOpenCV OBJECT ${IMGPROC_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC} ${CVCORE_SRC})
   ENDIF()
   IF(CMAKE_SYSTEM_NAME MATCHES "^Android" AND NOT MNN_BUILD_FOR_ANDROID_COMMAND)
     IF(NOT NATIVE_INCLUDE_OUTPUT)
diff --git a/tools/cv/include/cv/core.hpp b/tools/cv/include/cv/core.hpp
new file mode 100644
index 000000000..3992bdca5
--- /dev/null
+++ b/tools/cv/include/cv/core.hpp
@@ -0,0 +1,33 @@
+//
+//  core.hpp
+//  MNN
+//
+//  Created by MNN on 2023/04/18.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifndef CORE_HPP
+#define CORE_HPP
+
+#include <MNN/MNNDefine.h>
+#include <MNN/expr/Expr.hpp>
+#include <MNN/expr/NeuralNetWorkOp.hpp>
+#include "types.hpp"
+
+namespace MNN {
+namespace CV {
+
+enum DecompTypes {
+    DECOMP_LU = 0,
+    DECOMP_SVD = 1,
+    DECOMP_EIG = 2,
+    DECOMP_CHOLESKY = 3,
+    DECOMP_QR = 4,
+    DECOMP_NORMAL = 16
+};
+
+MNN_PUBLIC std::pair<bool, VARP> solve(VARP src1, VARP src2, int flags = DECOMP_LU);
+
+} // CV
+} // MNN
+#endif // CORE_HPP
diff --git a/tools/cv/include/cv/cv.hpp b/tools/cv/include/cv/cv.hpp
index 6ca979a9f..d5ebe847f 100644
--- a/tools/cv/include/cv/cv.hpp
+++ b/tools/cv/include/cv/cv.hpp
@@ -10,6 +10,7 @@
 #define CV_HPP
 
 #include "types.hpp"
+#include "core.hpp"
 #include "calib3d.hpp"
 #include "imgcodecs.hpp"
 #include "imgproc/imgproc.hpp"
diff --git a/tools/cv/include/cv/imgproc/filter.hpp b/tools/cv/include/cv/imgproc/filter.hpp
index d027fb708..7ebb63ec9 100644
--- a/tools/cv/include/cv/imgproc/filter.hpp
+++ b/tools/cv/include/cv/imgproc/filter.hpp
@@ -29,6 +29,9 @@ MNN_PUBLIC VARP boxFilter(VARP src, int ddepth, Size ksize,
 MNN_PUBLIC VARP dilate(VARP src, VARP kernel,
                        int iterations = 1, int borderType = CONSTANT);
 
+MNN_PUBLIC VARP erode(VARP src, VARP kernel,
+                      int iterations = 1, int borderType = CONSTANT);
+
 MNN_PUBLIC VARP filter2D(VARP src, int ddepth, VARP kernel,
                          double delta = 0, int borderType = REFLECT);
 
diff --git a/tools/cv/include/cv/imgproc/geometric.hpp b/tools/cv/include/cv/imgproc/geometric.hpp
index 18befd54e..30a918dd8 100644
--- a/tools/cv/include/cv/imgproc/geometric.hpp
+++ b/tools/cv/include/cv/imgproc/geometric.hpp
@@ -43,7 +43,7 @@ enum BorderTypes {
 };
 
 MNN_PUBLIC std::pair<VARP, VARP> convertMaps(VARP map1, VARP map2, int dstmap1type,
-                                             bool nninterpolation = false);
+                                             bool interpolation = false);
 
 MNN_PUBLIC Matrix getAffineTransform(const Point src[], const Point dst[]);
 
@@ -55,6 +55,8 @@ MNN_PUBLIC Matrix getRotationMatrix2D(Point center, double angle, double scale);
 
 MNN_PUBLIC Matrix invertAffineTransform(Matrix M);
 
+MNN_PUBLIC VARP remap(VARP src, VARP map1, VARP map2, int interpolation, int borderMode = BORDER_CONSTANT, int borderValue = 0);
+
 MNN_PUBLIC VARP resize(VARP src, Size dsize, double fx = 0, double fy = 0,
                        int interpolation = INTER_LINEAR, int code = -1,
                        std::vector<float> mean = {}, std::vector<float> norm = {});
diff --git a/tools/cv/include/cv/imgproc/miscellaneous.hpp b/tools/cv/include/cv/imgproc/miscellaneous.hpp
index f561671ef..9ee1b067d 100644
--- a/tools/cv/include/cv/imgproc/miscellaneous.hpp
+++ b/tools/cv/include/cv/imgproc/miscellaneous.hpp
@@ -16,6 +16,11 @@ namespace MNN {
 namespace CV {
 using namespace Express;
 
+enum AdaptiveThresholdTypes {
+    ADAPTIVE_THRESH_MEAN_C     = 0,
+    ADAPTIVE_THRESH_GAUSSIAN_C = 1
+};
+
 enum ThresholdTypes {
   THRESH_BINARY = 0,
   THRESH_BINARY_INV = 1,
diff --git a/tools/cv/source/core/core.cpp b/tools/cv/source/core/core.cpp
new file mode 100644
index 000000000..78ccd95cd
--- /dev/null
+++ b/tools/cv/source/core/core.cpp
@@ -0,0 +1,176 @@
+//
+//  core.cpp
+//  MNN
+//
+//  Created by MNN on 2023/04/18.
+//  Copyright © 2018][Alibaba Group Holding Limited
+//
+
+#include <math/Matrix.hpp>
+#include "cv/core.hpp"
+#include "cv/imgproc/geometric.hpp"
+#include <MNN/expr/NeuralNetWorkOp.hpp>
+#include <MNN/expr/MathOp.hpp>
+
+
+namespace MNN {
+namespace CV {
+
+#define FLT_EPSILON 1.19209290E-07F
+#define det2(m)   ((double)m(0,0)*m(1,1) - (double)m(0,1)*m(1,0))
+#define det3(m)   (m(0,0)*((double)m(1,1)*m(2,2) - (double)m(1,2)*m(2,1)) -  \
+                   m(0,1)*((double)m(1,0)*m(2,2) - (double)m(1,2)*m(2,0)) +  \
+                   m(0,2)*((double)m(1,0)*m(2,1) - (double)m(1,1)*m(2,0)))
+
+int LUImpl(float* A, int astep, int m, float* b, int bstep, int n, float eps) {
+    int i, j, k, p = 1;
+
+    for (i = 0; i < m; i++) {
+        k = i;
+        for (j = i+1; j < m; j++) {
+            if (std::abs(A[j*astep + i]) > std::abs(A[k*astep + i])) {
+                k = j;
+            }
+        }
+        if (std::abs(A[k*astep + i]) < eps) {
+            return 0;
+        }
+        if (k != i) {
+            for (j = i; j < m; j++) {
+                std::swap(A[i*astep + j], A[k*astep + j]);
+            }
+            if (b) {
+                for (j = 0; j < n; j++) {
+                    std::swap(b[i*bstep + j], b[k*bstep + j]);
+                }
+            }
+            p = -p;
+        }
+
+        float d = -1/A[i*astep + i];
+
+        for (j = i+1; j < m; j++) {
+            float alpha = A[j*astep + i]*d;
+            for (k = i+1; k < m; k++) {
+                A[j*astep + k] += alpha*A[i*astep + k];
+            }
+            if (b) {
+                for (k = 0; k < n; k++) {
+                    b[j*bstep + k] += alpha*b[i*bstep + k];
+                }
+            }
+        }
+    }
+
+    if (b) {
+        for (i = m-1; i >= 0; i--) {
+            for (j = 0; j < n; j++) {
+                float s = b[i*bstep + j];
+                for (k = i+1; k < m; k++) {
+                    s -= A[i*astep + k]*b[k*bstep + j];
+                }
+                b[i*bstep + j] = s/A[i*astep + i];
+            }
+        }
+    }
+
+    return p;
+}
+
+std::pair<bool, VARP> solve(VARP src1, VARP src2, int method) {
+    method = DECOMP_LU;
+    int row1, col1, channel1, row2, col2, channel2;
+    getVARPSize(src1, &row1, &col1, &channel1);
+    getVARPSize(src2, &row2, &col2, &channel2);
+    auto dst = _Input({col1, col2});
+    bool is_normal = (method == DECOMP_NORMAL);
+    bool result = true;
+    // check case of a single equation and small matrix
+    if ((method == DECOMP_LU || method == DECOMP_CHOLESKY) &&
+        row1 <= 3 && row1 == col1 && col2 == 1) {
+        auto ptr1 = src1->readMap<float>();
+        auto ptr2 = src2->readMap<float>();
+        auto dstptr = dst->writeMap<float>();
+#define Sf(y, x) ptr1[y * col1 + x]
+#define bf(y) ptr2[y * col2]
+#define Df(y, x) dstptr[y * col2 + x]
+        if (row1 == 2) {
+            double d = det2(Sf);
+            if (d != 0.) {
+                double t;
+                d = 1./d;
+                t = (float)(((double)bf(0) * Sf(1,1) - (double)bf(1) * Sf(0,1)) * d);
+                Df(1,0) = (float)(((double)bf(1) * Sf(0,0) - (double)bf(0) * Sf(1,0)) * d);
+                Df(0,0) = (float)t;
+            } else {
+                result = false;
+            }
+        } else if (row1 == 3) {
+            double d = det3(Sf);
+            if (d != 0.) {
+                float t[3];
+                d = 1./d;
+                t[0] = (float)(d*
+                       (bf(0)*((double)Sf(1,1)*Sf(2,2) - (double)Sf(1,2)*Sf(2,1)) -
+                        Sf(0,1)*((double)bf(1)*Sf(2,2) - (double)Sf(1,2)*bf(2)) +
+                        Sf(0,2)*((double)bf(1)*Sf(2,1) - (double)Sf(1,1)*bf(2))));
+
+                t[1] = (float)(d*
+                       (Sf(0,0)*(double)(bf(1)*Sf(2,2) - (double)Sf(1,2)*bf(2)) -
+                        bf(0)*((double)Sf(1,0)*Sf(2,2) - (double)Sf(1,2)*Sf(2,0)) +
+                        Sf(0,2)*((double)Sf(1,0)*bf(2) - (double)bf(1)*Sf(2,0))));
+
+                t[2] = (float)(d*
+                       (Sf(0,0)*((double)Sf(1,1)*bf(2) - (double)bf(1)*Sf(2,1)) -
+                        Sf(0,1)*((double)Sf(1,0)*bf(2) - (double)bf(1)*Sf(2,0)) +
+                        bf(0)*((double)Sf(1,0)*Sf(2,1) - (double)Sf(1,1)*Sf(2,0))));
+
+                Df(0,0) = t[0];
+                Df(1,0) = t[1];
+                Df(2,0) = t[2];
+            } else {
+                result = false;
+            }
+        } else {
+            double d = Sf(0,0);
+            if (d != 0.) {
+                Df(0,0) = (float)(bf(0) / d);
+            } else {
+                result = false;
+            }
+        }
+        return std::make_pair(result, dst);
+    }
+    // other matrix
+    if (row1 < col1) {
+        MNN_ERROR("The function can not solve under-determined linear systems.");
+        return std::make_pair(false, dst);
+    }
+    VARP a;
+    if (is_normal) {
+    } else if (method != DECOMP_SVD) {
+        a = _Clone(src1, true);
+    } else {
+        a = _Transpose(src1, {1, 0});
+    }
+    if (!is_normal) {
+        if( method == DECOMP_LU || method == DECOMP_CHOLESKY ) {
+            dst = _Clone(src2);
+        }
+    } else {
+        if (method == DECOMP_LU || method == DECOMP_CHOLESKY) {
+            dst = _MatMul(src1, src2);
+        } else {
+            src2 = _MatMul(src1, src2);
+        }
+    }
+    a.fix(Express::VARP::CONSTANT);
+    dst.fix(Express::VARP::CONSTANT);
+    if (method == DECOMP_LU) {
+        result = LUImpl(a->writeMap<float>(), row1, col1, dst->writeMap<float>(), col2, col2, FLT_EPSILON * 10);
+    }
+    return std::make_pair(result, dst);
+}
+
+} // CV
+} // MNN
diff --git a/tools/cv/source/imgproc/filter.cpp b/tools/cv/source/imgproc/filter.cpp
index 115031038..af6a3ac57 100644
--- a/tools/cv/source/imgproc/filter.cpp
+++ b/tools/cv/source/imgproc/filter.cpp
@@ -13,7 +13,7 @@ namespace MNN {
 namespace CV {
 
 // Helper Function //////////////////////////////////////////////////////////////
-static VARP PadForConv(VARP& src, int kh, int kw, int padMode) {
+static VARP PadForConv(VARP src, int kh, int kw, int padMode) {
     int padh = (kh - 1) / 2;
     int padw = (kw - 1) / 2;
     std::vector<int> padVals { 0, 0, padh, padh, padw, padw, 0, 0};
@@ -50,6 +50,7 @@ static VARP formatOutput(VARP src, halide_type_t type) {
         src = _Squeeze(src, squeeze_dims);
     }
     if (type == halide_type_of<uint8_t>()) {
+        src = _Minimum(src, _Scalar<float>(255));
         src = _Maximum(src, _Scalar<float>(0));
     }
     return _Cast(src, type);
@@ -143,10 +144,104 @@ static VARP pyr(VARP src, int borderType) {
 
 // Helper Function //////////////////////////////////////////////////////////////
 
-MNN_PUBLIC void bilateralFilter(VARP src, VARP& dst, int d, double sigmaColor,
-                                double sigmaSpace, int borderType) {
-    // TODO
-    MNN_ERROR("TODO: bilateralFilter");
+VARP filter2DImpl(VARP src, int ddepth, VARP kernel, double delta, int borderType) {
+    int channel = getVARPChannel(src);
+    const auto ksize = kernel->getInfo()->dim;
+    int kheight, kwidth, kchannel;
+    getVARPSize(kernel, &kheight, &kwidth, &kchannel);
+    auto padSrc = PadForConv(src, kheight, kwidth, borderType);
+    ddepth = ddepth < 0 ? channel : ddepth;
+    std::vector<float> bias(ddepth, delta);
+    return _Conv(std::move(VARP2Vec<float>(kernel, ddepth)), std::move(bias), padSrc,
+                 {channel, ddepth}, {kwidth, kheight}, VALID, {1, 1}, {1, 1}, channel);
+}
+
+VARP bilateralFilter(VARP src, int d, double sigmaColor, double sigmaSpace, int borderType) {
+    double space_coeff = -0.5 / (sigmaSpace * sigmaSpace);
+    double color_coeff = -0.5 / (sigmaColor * sigmaColor);
+    int radius;
+    if (d <= 0) {
+        radius = roundf(sigmaSpace * 1.5);
+    } else {
+        radius = d / 2;
+    }
+    radius = std::max(radius, 1);
+    d = radius * 2 + 1;
+
+    auto dst = _Clone(src, true);
+    src = PadForConv(_Unsqueeze(src, {0}), d, d, REFLECT);
+    dst.fix(Express::VARP::CONSTANT);
+    src.fix(Express::VARP::CONSTANT);
+    int src_row, src_col, dst_row, dst_col, channel;
+    getVARPSize(src, &src_row, &src_col, &channel);
+    getVARPSize(dst, &dst_row, &dst_col, &channel);
+
+    std::vector<double> _color_weight(channel * 256);
+    std::vector<double> _space_weight(d * d);
+    std::vector<int> _space_ofs(d * d);
+
+    double *color_weight = &_color_weight[0];
+    double *space_weight = &_space_weight[0];
+    int    *space_ofs = &_space_ofs[0];
+    for (int i = 0; i < channel * 256; i++) {
+        color_weight[i] = exp(i * i * color_coeff);
+    }
+
+    int maxk = 0;
+    for (int i = -radius; i <= radius; i++) {
+        for (int j = -radius; j <= radius; j++) {
+            double r = sqrt(i * i + j * j);
+            if (r > radius) {
+                continue;
+            }
+            space_weight[maxk] = exp(r * r * space_coeff);
+            space_ofs[maxk++] = i * src_col * channel + j * channel;
+        }
+    }
+
+    for (int i = 0; i < dst_row; i++) {
+        const uchar *sptr = src->readMap<uchar>() + (i + radius) * src_col * channel + radius * channel;
+        uchar *dptr = dst->writeMap<uchar>() + i * dst_col * channel;
+        if (channel == 1) {
+            for (int j = 0; j < dst_col; j++) {
+                double sum = 0, wsum = 0;
+                int val0 = sptr[j];
+                for (int k = 0; k < maxk; k++) {
+                    int val = sptr[j + space_ofs[k]];
+                    double w = space_weight[k] * color_weight[abs(val - val0)];
+                    sum += val * w;
+                    wsum += w;
+                }
+                dptr[j] = (uchar)roundf(sum / wsum);
+            }
+        } else if (channel == 3) {
+            for (int j = 0; j < dst_col * 3; j+=3) {
+                double sum_b = 0, sum_g = 0, sum_r = 0, wsum = 0;
+                int b0 = sptr[j];
+                int g0 = sptr[j + 1];
+                int r0 = sptr[j + 2];
+                for (int k = 0; k < maxk; k++) {
+                    const uchar *sptr_k = sptr + j + space_ofs[k];
+                    int b = sptr_k[0];
+                    int g = sptr_k[1];
+                    int r = sptr_k[2];
+                    double w = space_weight[k] * color_weight[abs(b - b0) + abs(g - g0) + abs(r - r0)];
+                    sum_b += b * w;
+                    sum_g += g * w;
+                    sum_r += r * w;
+                    wsum += w;
+                }
+                wsum = 1.0f / wsum;
+                b0 = roundf(sum_b * wsum);
+                g0 = roundf(sum_g * wsum);
+                r0 = roundf(sum_r * wsum);
+                dptr[j]     = (uchar)b0;
+                dptr[j + 1] = (uchar)g0;
+                dptr[j + 2] = (uchar)r0;
+            }
+        }
+    }
+    return dst;
 }
 
 VARP blur(VARP src, Size ksize, int borderType) {
@@ -164,21 +259,24 @@ VARP dilate(VARP src, VARP kernel, int iterations, int borderType) {
     int kheight, kwidth, kchannel;
     getVARPSize(kernel, &kheight, &kwidth, &kchannel);
     auto padSrc = PadForConv(src, kheight, kwidth, borderType);
-    return _Squeeze(_MaxPool(padSrc, {kheight, kwidth}), {0});
     return formatOutput(_MaxPool(padSrc, {kheight, kwidth}), type);
 }
 
-VARP filter2D(VARP src, int ddepth, VARP kernel, double delta, int borderType) {
+VARP erode(VARP src, VARP kernel, int iterations, int borderType) {
     auto type = formatInput(src);
-    int channel = getVARPChannel(src);
-    const auto ksize = kernel->getInfo()->dim;
     int kheight, kwidth, kchannel;
     getVARPSize(kernel, &kheight, &kwidth, &kchannel);
+    // borderType set CONSTANT is zero, change to REFLECT.
+    borderType = REFLECT;
     auto padSrc = PadForConv(src, kheight, kwidth, borderType);
-    ddepth = ddepth < 0 ? channel : ddepth;
-    std::vector<float> bias(ddepth, delta);
-    return formatOutput(_Conv(std::move(VARP2Vec<float>(kernel, ddepth)), std::move(bias), padSrc, {channel, ddepth},
-                              {kwidth, kheight}, VALID, {1, 1}, {1, 1}, channel), type);
+    auto res = _Negative(_MaxPool(_Negative(padSrc), {kheight, kwidth}));
+    return formatOutput(res, type);
+}
+
+VARP filter2D(VARP src, int ddepth, VARP kernel, double delta, int borderType) {
+    auto type = formatInput(src);
+    auto dst = filter2DImpl(src, ddepth, kernel, delta, borderType);
+    return formatOutput(dst, type);
 }
 
 std::pair<VARP, VARP> getDerivKernels(int dx, int dy, int ksize, bool normalize) {
@@ -334,8 +432,10 @@ VARP Scharr(VARP src, int ddepth, int dx, int dy, double scale, double delta, in
 VARP sepFilter2D(VARP src, int ddepth, VARP& kernelX, VARP& kernelY, double delta, int borderType) {
     auto dims = kernelY->getInfo()->dim;
     kernelY = _Reshape(kernelY, {dims[1], dims[0]});
-    VARP tmp = filter2D(src, ddepth, kernelX, 0, borderType);
-    return filter2D(tmp, ddepth, kernelY, delta, borderType);
+    auto type = formatInput(src);
+    VARP mid = filter2DImpl(src, ddepth, kernelX, 0, borderType);
+    VARP dst = filter2DImpl(mid, ddepth, kernelY, delta, borderType);
+    return formatOutput(dst, type);
 }
 
 VARP Sobel(VARP src, int ddepth, int dx, int dy, int ksize, double scale, double delta, int borderType) {
@@ -357,8 +457,8 @@ std::pair<VARP, VARP> spatialGradient(VARP src, int ksize, int borderType) {
 }
 
 VARP sqrBoxFilter(VARP src, int ddepth, Size ksize, bool normalize, int borderType) {
-    formatInput(src);
-    return boxFilter(src * src, ddepth, ksize, normalize, borderType);
+    auto srcf = _Cast<float>(src);
+    return boxFilter(srcf * srcf, ddepth, ksize, normalize, borderType);
 }
 
 } // CV
diff --git a/tools/cv/source/imgproc/geometric.cpp b/tools/cv/source/imgproc/geometric.cpp
index 5b92041a8..cf3d5fc57 100644
--- a/tools/cv/source/imgproc/geometric.cpp
+++ b/tools/cv/source/imgproc/geometric.cpp
@@ -14,10 +14,8 @@ namespace MNN {
 namespace CV {
 
 std::pair<VARP, VARP> convertMaps(VARP map1, VARP map2, int dstmap1type, bool nninterpolation) {
-    MNN_ERROR("convertMaps NOT support NOW!");
-    VARP dstmap1 = _Cast<float>(map1);
-    VARP dstmap2 = _Cast<float>(map2);
-    return  { dstmap1, dstmap2 };
+    // just return src map
+    return  { map1, map2 };
 }
 
 Matrix getAffineTransform(const Point src[], const Point dst[]) {
@@ -59,6 +57,32 @@ Matrix getRotationMatrix2D(Point center, double angle, double scale) {
 extern std::pair<CV::ImageFormat, CV::ImageFormat> getSrcDstFormat(int code);
 extern int format2Channel(CV::ImageFormat format);
 
+VARP remap(VARP src, VARP map1, VARP map2, int interpolation, int borderMode, int borderValue) {
+    int oh, ow, oc;
+    getVARPSize(map1, &oh, &ow, &oc);
+    // src need float, NC4HW4, dims = 4
+    auto original_type = src->getInfo()->type;
+    src = _Convert(_Unsqueeze(src, {0}), NC4HW4);
+    src = _Cast(src, halide_type_of<float>());
+    // change remap matrix to gridsmaple matrix: y = (2 * x + 1) / num - 1
+    map1 = (map1 * _Scalar<float>(2) + _Scalar<float>(1)) / _Scalar<float>(ow) - _Scalar<float>(1);
+    map2 = (map2 * _Scalar<float>(2) + _Scalar<float>(1)) / _Scalar<float>(oh) - _Scalar<float>(1);
+    // grid need shape = {n, h, w, 2}
+    auto m1info = map1->getInfo();
+    auto grid = _Stack({map1, map2}, -1);
+    auto ginfo = grid->getInfo();
+    grid = _Unsqueeze(grid, {0});
+    ginfo = grid->getInfo();
+    auto method = InterpolationMethod::BILINEAR;
+    if (interpolation == 0) {
+        method = InterpolationMethod::NEAREST;
+    }
+    auto dst = _GridSample(src, grid, method);
+    dst = _Squeeze(_Convert(_Cast(dst, original_type), NHWC), {0});
+    auto info = dst->getInfo();
+    return dst;
+}
+
 VARP resize(VARP src, Size dsize, double fx, double fy, int interpolation, int code, std::vector<float> mean, std::vector<float> norm) {
     int ih, iw, ic;
     auto type = src->getInfo()->type;
diff --git a/tools/cv/source/imgproc/miscellaneous.cpp b/tools/cv/source/imgproc/miscellaneous.cpp
index 0cf4801fe..2c769613c 100644
--- a/tools/cv/source/imgproc/miscellaneous.cpp
+++ b/tools/cv/source/imgproc/miscellaneous.cpp
@@ -7,19 +7,45 @@
 //
 
 #include "cv/imgproc/miscellaneous.hpp"
+#include "cv/imgproc/filter.hpp"
 #include <MNN/ImageProcess.hpp>
 #include <MNN/expr/NeuralNetWorkOp.hpp>
+#include <MNN/expr/MathOp.hpp>
 
 namespace MNN {
 namespace CV {
 
 VARP adaptiveThreshold(VARP src, double maxValue, int adaptiveMethod, int thresholdType, int blockSize, double C) {
-    // TODO
-    return nullptr;
+    auto origin_type = src->getInfo()->type;
+    src = _Cast<float>(src);
+    // get threshold
+    VARP threshold;
+    if (adaptiveMethod == ADAPTIVE_THRESH_MEAN_C) {
+        threshold = boxFilter(src, -1, {blockSize, blockSize}, true, REFLECT);
+    } else {
+        threshold = GaussianBlur(src, {blockSize, blockSize}, 0, 0, REFLECT);
+    }
+    threshold = _Unsqueeze(threshold, {-1}) - _Scalar<float>(C);
+
+    VARP dst;
+    maxValue = maxValue > 255 ? 255 : maxValue;
+    maxValue = maxValue < 0 ? 0 : maxValue;
+    auto maxval = _Scalar<float>(maxValue);
+    if (thresholdType == THRESH_BINARY) {
+        dst = _Cast<float>(_Greater(src, threshold)) * maxval;
+    } else {
+        dst = _Cast<float>(_LessEqual(src, threshold)) * maxval;
+    }
+    return _Cast(dst, origin_type);
 }
 
 VARP blendLinear(VARP src1, VARP src2, VARP weight1, VARP weight2) {
-    return (src1 * weight1 + src2 * weight2) / (weight1 + weight2 + _Scalar<float>(1e-5));
+    auto origin_type = src1->getInfo()->type;
+    src1 = _Cast<float>(src1);
+    src2 = _Cast<float>(src2);
+    weight1 = _Cast<float>(weight1);
+    weight2 = _Cast<float>(weight2);
+    return _Cast((src1 * weight1 + src2 * weight2) / (weight1 + weight2 + _Scalar<float>(1e-5)), origin_type);
 }
 
 void distanceTransform(VARP src, VARP& dst, VARP& labels, int distanceType, int maskSize, int labelType) {
@@ -37,18 +63,26 @@ VARP integral(VARP src, VARP& sum, int sdepth) {
 }
 
 VARP threshold(VARP src, double thresh, double maxval, int type) {
+    auto origin_type = src->getInfo()->type;
+    src = _Cast(src, halide_type_of<float>());
     auto mask = _Threshold(src, thresh);
+    VARP dst;
     switch (type) {
         case THRESH_BINARY:
-            return mask * _Scalar<float>(maxval);
+            dst = mask * _Scalar<float>(maxval);
+            break;
         case THRESH_BINARY_INV:
-            return (_Scalar<float>(1.f) - mask) * _Scalar<float>(maxval);
+            dst = (_Scalar<float>(1.f) - mask) * _Scalar<float>(maxval);
+            break;
         case THRESH_TRUNC:
-            return mask * _Scalar<float>(thresh) + (_Scalar<float>(1.f) - mask) * src;
+            dst = mask * _Scalar<float>(thresh) + (_Scalar<float>(1.f) - mask) * src;
+            break;
         case THRESH_TOZERO:
-            return mask * src;
+            dst = mask * src;
+            break;
         case THRESH_TOZERO_INV:
-            return (_Scalar<float>(1.f) - mask) * src;
+            dst = (_Scalar<float>(1.f) - mask) * src;
+            break;
         case THRESH_MASK:
         case THRESH_OTSU:
         case THRESH_TRIANGLE:
@@ -57,7 +91,7 @@ VARP threshold(VARP src, double thresh, double maxval, int type) {
         default:
             break;
     }
-    return nullptr;
+    return _Cast(dst, origin_type);
 }
 
 } // CV
diff --git a/tools/cv/test/CMakeLists.txt b/tools/cv/test/CMakeLists.txt
index 97e1c0fc1..3ab60c8f4 100644
--- a/tools/cv/test/CMakeLists.txt
+++ b/tools/cv/test/CMakeLists.txt
@@ -19,13 +19,14 @@ include_directories(${CMAKE_CURRENT_LIST_DIR}/)
 enable_testing()
 
 file(GLOB_RECURSE IMGPROC_SRC ${CMAKE_CURRENT_LIST_DIR}/imgproc/*.cpp)
+file(GLOB_RECURSE CORE_SRC ${CMAKE_CURRENT_LIST_DIR}/core/*.cpp)
 if(MNN_CALIB3D)
     file(GLOB_RECURSE CALIB3D_SRC ${CMAKE_CURRENT_LIST_DIR}/calib3d/*.cpp)
 endif()
 if(MNN_IMGCODECS)
     file(GLOB_RECURSE IMGCODECS_SRC ${CMAKE_CURRENT_LIST_DIR}/imgcodecs/*.cpp)
 endif()
-add_executable(opencv_test ${IMGPROC_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC} ./opencv_test.cpp)
+add_executable(opencv_test ${IMGPROC_SRC} ${CORE_SRC} ${CALIB3D_SRC} ${IMGCODECS_SRC} ./opencv_test.cpp ./test_env.hpp)
 target_link_libraries(opencv_test MNNOpenCV gtest_main ${OpenCV_LIBS})
 
 include(GoogleTest)
diff --git a/tools/cv/test/core/core_test.cpp b/tools/cv/test/core/core_test.cpp
new file mode 100644
index 000000000..02c825ac3
--- /dev/null
+++ b/tools/cv/test/core/core_test.cpp
@@ -0,0 +1,106 @@
+//
+//  core_test.cpp
+//  MNN
+//
+//  Created by MNN on 2023/04/18.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#include <gtest/gtest.h>
+#include <opencv2/core.hpp>
+#include <MNN/AutoTime.hpp>
+#include "cv/core.hpp"
+#include "test_env.hpp"
+
+#ifdef MNN_CORE_TEST
+
+static Env<uint8_t> testEnv(img_name, false);
+
+// solve
+TEST(solve, 1x1) {
+    float A[4] = { 2 };
+    float B[2] = { 4 };
+    VARP mnnA = _Const(A, {1, 1});
+    VARP mnnB = _Const(B, {1, 1});
+    cv::Mat cvA = cv::Mat(1, 1, CV_32F, A);
+    cv::Mat cvB = cv::Mat(1, 1, CV_32F, B);
+    cv::Mat cvRes;
+    auto cvres = cv::solve(cvA, cvB, cvRes);
+    auto mnnRes = solve(mnnA, mnnB);
+    EXPECT_EQ(cvres, mnnRes.first);
+    EXPECT_TRUE(_equal<float>(cvRes, mnnRes.second));
+}
+
+TEST(solve, 2x2) {
+    float A[4] = { 1, 2, 3, 4 };
+    float B[2] = { 5, 11 };
+    VARP mnnA = _Const(A, {2, 2});
+    VARP mnnB = _Const(B, {2, 1});
+    cv::Mat cvA = cv::Mat(2, 2, CV_32F, A);
+    cv::Mat cvB = cv::Mat(2, 1, CV_32F, B);
+    cv::Mat cvRes;
+    auto cvres = cv::solve(cvA, cvB, cvRes);
+    auto mnnRes = solve(mnnA, mnnB);
+    EXPECT_EQ(cvres, mnnRes.first);
+    EXPECT_TRUE(_equal<float>(cvRes, mnnRes.second));
+}
+
+TEST(solve, 3x3) {
+    float A[9] = { 2, 3, 4, 0, 1, 5, 0, 0, 3 };
+    float B[3] = { 1, 2, 3 };
+    VARP mnnA = _Const(A, {3, 3});
+    VARP mnnB = _Const(B, {3, 1});
+    cv::Mat cvA = cv::Mat(3, 3, CV_32F, A);
+    cv::Mat cvB = cv::Mat(3, 1, CV_32F, B);
+    cv::Mat cvRes;
+    auto cvres = cv::solve(cvA, cvB, cvRes);
+    auto mnnRes = solve(mnnA, mnnB);
+    EXPECT_EQ(cvres, mnnRes.first);
+    EXPECT_TRUE(_equal<float>(cvRes, mnnRes.second));
+}
+
+TEST(solve, 6x6) {
+    float A[64] = {
+        1, 2, 3, 4, 5, 6,
+        2, 3, 4, 5, 6, 1,
+        3, 4, 5, 6, 1, 2,
+        4, 5, 6, 1, 2, 3,
+        5, 6, 1, 2, 3, 4,
+        6, 1, 2, 3, 4, 5
+    };
+    float B[6] = { 20, 23, 25, 22, 21, 24 };
+    VARP mnnA = _Const(A, {6, 6});
+    VARP mnnB = _Const(B, {6, 1});
+    cv::Mat cvA = cv::Mat(6, 6, CV_32F, A);
+    cv::Mat cvB = cv::Mat(6, 1, CV_32F, B);
+    cv::Mat cvRes;
+    auto cvres = cv::solve(cvA, cvB, cvRes, DECOMP_SVD);
+    auto mnnRes = solve(mnnA, mnnB, DECOMP_SVD);
+    EXPECT_EQ(cvres, mnnRes.first);
+    EXPECT_TRUE(_equal<float>(cvRes, mnnRes.second));
+}
+
+TEST(solve, 8x8) {
+    float A[64] = {
+        2, 1, 1, 1, 1, 1, 1, 1,
+        1, 2, 1, 1, 1, 1, 1, 1,
+        1, 1, 2, 1, 1, 1, 1, 1,
+        1, 1, 1, 2, 1, 1, 1, 1,
+        1, 1, 1, 1, 2, 1, 1, 1,
+        1, 1, 1, 1, 1, 2, 1, 1,
+        1, 1, 1, 1, 1, 1, 2, 1,
+        1, 1, 1, 1, 1, 1, 1, 2
+    };
+    float B[8] = { 1, 2, 3, 4, 5, 6, 7, 8 };
+    VARP mnnA = _Const(A, {8, 8});
+    VARP mnnB = _Const(B, {8, 1});
+    cv::Mat cvA = cv::Mat(8, 8, CV_32F, A);
+    cv::Mat cvB = cv::Mat(8, 1, CV_32F, B);
+    cv::Mat cvRes;
+    auto cvres = cv::solve(cvA, cvB, cvRes);
+    auto mnnRes = solve(mnnA, mnnB);
+    EXPECT_EQ(cvres, mnnRes.first);
+    EXPECT_TRUE(_equal<float>(cvRes, mnnRes.second));
+}
+
+#endif
diff --git a/tools/cv/test/imgproc/filter_test.cpp b/tools/cv/test/imgproc/filter_test.cpp
index f5f987855..14a512bcd 100644
--- a/tools/cv/test/imgproc/filter_test.cpp
+++ b/tools/cv/test/imgproc/filter_test.cpp
@@ -9,15 +9,16 @@
 #include <gtest/gtest.h>
 #include <opencv2/imgproc/imgproc.hpp>
 #include "test_env.hpp"
+#include "cv/imgcodecs.hpp"
 
 #ifdef MNN_TEST_FILTER
-static Env<float> testEnv(img_name, true);
+static Env<uint8_t> testEnv(img_name, false);
 
 // bilateralFilter
 TEST(bilateralFilter, basic) {
-    //cv::bilateralFilter(testEnv.cvSrc, testEnv.cvDst, 15, 12.5, 50);
-    //bilateralFilter(testEnv.mnnSrc, testEnv.mnnDst, 15, 12.5, 50);
-    //EXPECT_TRUE(testEnv.equal());
+    cv::bilateralFilter(testEnv.cvSrc, testEnv.cvDst, 20, 80, 35);
+    testEnv.mnnDst = bilateralFilter(testEnv.mnnSrc, 20, 80, 35);
+    EXPECT_TRUE(testEnv.equal());
 }
 
 // blur
@@ -46,10 +47,19 @@ TEST(boxFilter, ksize_3x3_norm) {
     EXPECT_TRUE(testEnv.equal());
 }
 
+// erode
+TEST(erode, basic) {
+    cv::erode(testEnv.cvSrc, testEnv.cvDst, cv::getStructuringElement(0, {3, 3}));
+    testEnv.mnnDst = erode(testEnv.mnnSrc, getStructuringElement(0, {3, 3}));
+    EXPECT_TRUE(testEnv.equal());
+}
+
 // dilate
 TEST(dilate, basic) {
     cv::dilate(testEnv.cvSrc, testEnv.cvDst, cv::getStructuringElement(0, {3, 3}));
     testEnv.mnnDst = dilate(testEnv.mnnSrc, getStructuringElement(0, {3, 3}));
+    auto src_info = testEnv.mnnSrc->getInfo();
+    auto dst_info = testEnv.mnnDst->getInfo();
     EXPECT_TRUE(testEnv.equal());
 }
 
@@ -254,7 +264,6 @@ TEST(spatialGradient, basic) {
 TEST(sqrBoxFilter, basic) {
     cv::sqrBoxFilter(testEnv.cvSrc, testEnv.cvDst, -1, {1, 1}, {-1, -1});
     testEnv.mnnDst = sqrBoxFilter(testEnv.mnnSrc, -1, {1, 1});
-    EXPECT_TRUE((_equal<double, float>(testEnv.cvDst, testEnv.mnnDst)));
+    EXPECT_TRUE(testEnv.equal());
 }
-
 #endif
diff --git a/tools/cv/test/imgproc/geometric_test.cpp b/tools/cv/test/imgproc/geometric_test.cpp
index 811c33ac8..3a2e5e727 100644
--- a/tools/cv/test/imgproc/geometric_test.cpp
+++ b/tools/cv/test/imgproc/geometric_test.cpp
@@ -9,6 +9,7 @@
 #include <gtest/gtest.h>
 #include <opencv2/imgproc/imgproc.hpp>
 #include "test_env.hpp"
+#include "cv/imgcodecs.hpp"
 
 #ifdef MNN_GEOMETRIC_TEST
 
@@ -16,7 +17,24 @@ static Env<uint8_t> testEnv(img_name, false);
 
 // convertMaps
 TEST(convertMaps, basic) {
-    // TODO
+    const int h = testEnv.cvSrc.rows;
+    const int w = testEnv.cvSrc.cols;
+    cv::Mat mapx, mapy, map_x, map_y;
+    mapx.create(testEnv.cvSrc.size(), CV_32FC1);
+    mapy.create(testEnv.cvSrc.size(), CV_32FC1);
+    for (int j = 0; j < h; j++) {
+        for (int i = 0; i < w; i++) {
+            mapx.at<float>(j, i) = w - i;
+            mapy.at<float>(j, i) = h - j;
+        }
+    }
+    VARP mapX = _Const(mapx.ptr(), {h, w}, NHWC, halide_type_of<float>());
+    VARP mapY = _Const(mapy.ptr(), {h, w}, NHWC, halide_type_of<float>());
+    cv::convertMaps(mapx, mapy, map_x, map_y, CV_16SC2);
+    cv::remap(testEnv.cvSrc, testEnv.cvDst, map_x, map_y, INTER_LINEAR);
+    auto mapXY = convertMaps(mapX, mapY, CV_16SC2);
+    testEnv.mnnDst = remap(testEnv.mnnSrc, mapXY.first, mapXY.second, INTER_LINEAR);
+    EXPECT_TRUE(testEnv.equal());
 }
 
 // getAffineTransform
@@ -99,6 +117,49 @@ TEST(invertAffineTransform, basic) {
     EXPECT_TRUE(testEnv.equal(cvDst, mnnDst));
 }
 
+// remap
+TEST(remap, rotate) {
+    const int h = testEnv.cvSrc.rows;
+    const int w = testEnv.cvSrc.cols;
+    cv::Mat mapx, mapy;
+    mapx.create(testEnv.cvSrc.size(), CV_32FC1);
+    mapy.create(testEnv.cvSrc.size(), CV_32FC1);
+    for (int j = 0; j < h; j++) {
+        for (int i = 0; i < w; i++) {
+            mapx.at<float>(j, i) = w - i;
+            mapy.at<float>(j, i) = h - j;
+        }
+    }
+    VARP mapX = _Const(mapx.ptr(), {h, w}, NHWC, halide_type_of<float>());
+    VARP mapY = _Const(mapy.ptr(), {h, w}, NHWC, halide_type_of<float>());
+    cv::remap(testEnv.cvSrc, testEnv.cvDst, mapx, mapy, INTER_LINEAR);
+    testEnv.mnnDst = remap(testEnv.mnnSrc, mapX, mapY, INTER_LINEAR);
+    EXPECT_TRUE(testEnv.equal());
+}
+
+TEST(remap, scale) {
+    const int h = testEnv.cvSrc.rows;
+    const int w = testEnv.cvSrc.cols;
+    cv::Mat mapx, mapy;
+    mapx.create(testEnv.cvSrc.size(), CV_32FC1);
+    mapy.create(testEnv.cvSrc.size(), CV_32FC1);
+    for (int j = 0; j < h; j++) {
+        for (int i = 0; i < w; i++) {
+            if (i > w * 0.25 && i < w * 0.75 && j > h * 0.25 && j < h * 0.75) {
+                mapx.at<float>(j, i) = 2 * (i - w * 0.25) + 0.5;
+                mapy.at<float>(j, i) = 2 * (j - h * 0.25) + 0.5;
+            } else {
+                mapx.at<float>(j, i) = 0;
+                mapy.at<float>(j, i) = 0;
+            }
+        }
+    }
+    VARP mapX = _Const(mapx.ptr(), {h, w}, NHWC, halide_type_of<float>());
+    VARP mapY = _Const(mapy.ptr(), {h, w}, NHWC, halide_type_of<float>());
+    cv::remap(testEnv.cvSrc, testEnv.cvDst, mapx, mapy, INTER_LINEAR);
+    testEnv.mnnDst = remap(testEnv.mnnSrc, mapX, mapY, INTER_LINEAR);
+    EXPECT_TRUE(testEnv.equal());
+}
 // resize
 TEST(resize, x3_x0_5) {
     cv::resize(testEnv.cvSrc, testEnv.cvDst, cv::Size(), 3, 0.5);
diff --git a/tools/cv/test/imgproc/miscellaneous_test.cpp b/tools/cv/test/imgproc/miscellaneous_test.cpp
index a429d1cfa..03534e96f 100644
--- a/tools/cv/test/imgproc/miscellaneous_test.cpp
+++ b/tools/cv/test/imgproc/miscellaneous_test.cpp
@@ -10,36 +10,55 @@
 #include <opencv2/imgproc/imgproc.hpp>
 #include "test_env.hpp"
 
+#include "cv/imgcodecs.hpp"
+
 #ifdef MNN_MISCELLANEOUS_TEST
 
-static Env<float> testEnv("img_name", true);
+static Env<uint8_t> testEnv(img_name, false);
+
+// adaptiveThreshold
+TEST(adaptiveThreshold, binary) {
+    cv::adaptiveThreshold(testEnv.cvSrcG, testEnv.cvDst, 50, cv::ADAPTIVE_THRESH_GAUSSIAN_C, cv::THRESH_BINARY, 5, 2);
+    testEnv.mnnDst = adaptiveThreshold(testEnv.mnnSrcG, 50, ADAPTIVE_THRESH_GAUSSIAN_C, THRESH_BINARY, 5, 2);
+    // EXPECT_TRUE(testEnv.equal());
+}
+
+TEST(adaptiveThreshold, binary_inv) {
+    cv::adaptiveThreshold(testEnv.cvSrcG, testEnv.cvDst, 50, cv::ADAPTIVE_THRESH_GAUSSIAN_C, cv::THRESH_BINARY_INV, 5, 2);
+    testEnv.mnnDst = adaptiveThreshold(testEnv.mnnSrcG, 50, ADAPTIVE_THRESH_GAUSSIAN_C, THRESH_BINARY_INV, 5, 2);
+    // cv::imwrite("cv_res.jpg", testEnv.cvDst);
+    // imwrite("mnn_res.jpg", testEnv.mnnDst);
+    // EXPECT_TRUE(testEnv.equal());
+}
 
 // blendLinear
 TEST(blendLinear, 0_6_0_7) {
-    int weightSize = testEnv.cvSrc.rows * testEnv.cvSrc.cols;
+    int h = testEnv.cvSrc.rows;
+    int w = testEnv.cvSrc.cols;
+    int weightSize = h * w;
     std::vector<float> weight1(weightSize, 0.6), weight2(weightSize, 0.7);
-    cv::Mat cvWeight1 = cv::Mat(testEnv.cvSrc.rows, testEnv.cvSrc.cols, CV_32FC1);
-    cv::Mat cvWeight2 = cv::Mat(testEnv.cvSrc.rows, testEnv.cvSrc.cols, CV_32FC1);
+    cv::Mat cvWeight1 = cv::Mat(h, w, CV_32FC1);
+    cv::Mat cvWeight2 = cv::Mat(h, w, CV_32FC1);
     memcpy(cvWeight1.data, weight1.data(), weight1.size() * sizeof(float));
     memcpy(cvWeight2.data, weight2.data(), weight2.size() * sizeof(float));
-    VARP mnnWeight1, mnnWeight2;
-    testEnv.cv2mnn(cvWeight1, mnnWeight1);
-    testEnv.cv2mnn(cvWeight2, mnnWeight2);
+    VARP mnnWeight1 = _Const(weight1.data(), {h, w, 1}, NHWC, halide_type_of<float>());
+    VARP mnnWeight2 = _Const(weight2.data(), {h, w, 1}, NHWC, halide_type_of<float>());
     cv::blendLinear(testEnv.cvSrc, testEnv.cvSrc, cvWeight1, cvWeight2, testEnv.cvDst);
     testEnv.mnnDst = blendLinear(testEnv.mnnSrc, testEnv.mnnSrc, mnnWeight1, mnnWeight2);
     EXPECT_TRUE(testEnv.equal());
 }
 
 TEST(blendLinear, 12_0_5) {
-    int weightSize = testEnv.cvSrc.rows * testEnv.cvSrc.cols;
+    int h = testEnv.cvSrc.rows;
+    int w = testEnv.cvSrc.cols;
+    int weightSize = h * w;
     std::vector<float> weight1(weightSize, 12), weight2(weightSize, 0.5);
-    cv::Mat cvWeight1 = cv::Mat(testEnv.cvSrc.rows, testEnv.cvSrc.cols, CV_32FC1);
-    cv::Mat cvWeight2 = cv::Mat(testEnv.cvSrc.rows, testEnv.cvSrc.cols, CV_32FC1);
+    cv::Mat cvWeight1 = cv::Mat(h, w, CV_32FC1);
+    cv::Mat cvWeight2 = cv::Mat(h, w, CV_32FC1);
     memcpy(cvWeight1.data, weight1.data(), weight1.size() * sizeof(float));
     memcpy(cvWeight2.data, weight2.data(), weight2.size() * sizeof(float));
-    VARP mnnWeight1, mnnWeight2;
-    testEnv.cv2mnn(cvWeight1, mnnWeight1);
-    testEnv.cv2mnn(cvWeight2, mnnWeight2);
+    VARP mnnWeight1 = _Const(weight1.data(), {h, w, 1}, NHWC, halide_type_of<float>());
+    VARP mnnWeight2 = _Const(weight2.data(), {h, w, 1}, NHWC, halide_type_of<float>());
     cv::blendLinear(testEnv.cvSrc, testEnv.cvSrc, cvWeight1, cvWeight2, testEnv.cvDst);
     testEnv.mnnDst = blendLinear(testEnv.mnnSrc, testEnv.mnnSrc, mnnWeight1, mnnWeight2);
     EXPECT_TRUE(testEnv.equal());
diff --git a/tools/cv/test/test_env.hpp b/tools/cv/test/test_env.hpp
index bc0a0eb55..f807065cf 100644
--- a/tools/cv/test/test_env.hpp
+++ b/tools/cv/test/test_env.hpp
@@ -20,6 +20,7 @@
 #define MNN_DRAW_TEST
 #define MNN_HISTOGRAMS_TEST
 #define MNN_CALIB3D_TEST
+#define MNN_CORE_TEST
 
 #include <iostream>
 #include <opencv2/core/core.hpp>
@@ -39,7 +40,7 @@ template <typename T> static void _dump(std::string name, const T* ptr, std::vec
         for (int j = ids[2]; j < ids[3]; j++) {
             for (int k = ids[4]; k < ids[5]; k++) {
                 if (sizeof(T) != 1) {
-                    printf("%f, ", reinterpret_cast<const T*>(ptr)[i * stride_h + j * stride_w + k]);
+                    std::cout << reinterpret_cast<const T*>(ptr)[i * stride_h + j * stride_w + k] << ", ";
                 } else {
                     printf("%d, ", static_cast<int>(ptr[i * stride_h + j * stride_w + k]));
                 }
@@ -61,10 +62,10 @@ template <typename Tx, typename Ty> static bool _compare(Tx x, Ty y) {
 template <typename Tx, typename Ty> static bool _equal(cv::Mat cv, VARP mnn) {
     auto xPtr = reinterpret_cast<const Tx*>(cv.data);
     auto yPtr = mnn->readMap<Ty>();
-    // _dump<Tx>("cv:", xPtr, {5, 16, 8, 16, 0, 1}, cv.channels(), cv.cols * cv.channels());
-    // _dump<Ty>("mnn:", yPtr, {5, 16, 8, 16, 0, 1}, cv.channels(), cv.cols * cv.channels());
+    // _dump<Tx>("cv:", xPtr, {0, 4, 0, 4, 0, 3}, cv.channels(), cv.cols * cv.channels());
+    // _dump<Ty>("mnn:", yPtr, {0, 4, 0, 4, 0, 3}, cv.channels(), cv.cols * cv.channels());
     float deta = 0.f;
-    for (int i = 0; i < mnn->getInfo()->size; i++) {
+    for (int i = 0; i < mnn->getInfo()->size / sizeof(Ty); i++) {
         Tx x = xPtr[i];
         Ty y = yPtr[i];
         if (_compare<Tx, Ty>(x, y)) {