下载地址：https://github.com/chenxingxing6/mycloud-admin
https://cloud.baidu.com/?from=console 具体怎么操作，自己百度，然后创建自己人脸库，获取到对应的appKey,appSecret
基于Springboot框架搭建的，前端使用Vue,通过摄像机拍下照片后，请求后端人脸识别登陆服务，后台调用百度API人脸识别接口，进入百度
大脑搜索人脸识别即可获取官网的Secret Key，将前端获取的人脸信息的base64信息和你本地数据库里的人脸信息传到百度人脸识别的接口
进行人脸比对，返回一个json数据，result参数 带别人脸相似度, result可自己定义，从而实现人脸识别登录。
<!-- 人脸识别 jdk-->
<dependency>
<groupId>com.baidu.aip</groupId>
<artifactId>java-sdk</artifactId>
<version>4.9.0</version>
<exclusions>
<exclusion>
<groupId>org.slf4j</groupId>
<artifactId>slf4j-simple</artifactId>
</exclusion>
</exclusions>
</dependency>package com.example.common.face.utils;
import com.baidu.aip.face.AipFace;
import com.baidu.aip.util.Base64Util;
/**
* User: lanxinghua
* Date: 2019/8/30 11:04
* Desc: 人脸识别工具
*/
public class FaceUtil {
private static final String APP_ID = "15303677";
private static final String APP_KEY = "OoOqVhksc3k6ZRNId8Apjd";
private static final String SECRET_KEY = "unjW6yGDd2B50KulCWfNAgwA75wLI";
private static volatile AipFace client = new AipFace(APP_ID, APP_KEY, SECRET_KEY);
// 创建单例避免多次获取sdk
public static AipFace getClient(){
client.setConnectionTimeoutInMillis(2000);
client.setSocketTimeoutInMillis(60000);
return client;
}
/**
* 编码
* @param form
* @return
*/
public static String encodeBase64(byte[] form){
return Base64Util.encode(form);
}
/**
* 解码
* @param data
* @return
*/
public static byte[] decodeBase64(String data){
return Base64Util.decode(data);
}
}package com.example.common.face.utils;
import com.alibaba.fastjson.JSON;
import com.example.common.exception.BizException;
import com.example.common.face.constant.ErrorEnum;
import com.example.common.face.constant.FaceConstant;
import com.example.common.face.dto.FaceResult;
import org.json.JSONObject;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
/**
* User: lanxinghua
* Date: 2019/8/30 13:52
* Desc: 结果工具封装
*/
public class FaceResultUtil {
private static final Logger logger = LoggerFactory.getLogger("百度API接口请求结果解析");
public static FaceResult isSuccess(JSONObject res){
FaceResult result = parseJsonObject(res);
if (!result.isSuccess()){
// 对错误进行分类
ErrorEnum errorEnum = ErrorEnum.getInstance(result.getErrorCode());
if (errorEnum == null){
throw new BizException("百度接口请求失败" + result.getErrorMsg());
}else {
throw new BizException(errorEnum.getCnDesc());
}
}
return result;
}
/**
* 解析JsonObject
* @return
*/
private static FaceResult parseJsonObject(JSONObject res){
FaceResult faceResult = FaceResult.builder().build();
try {
String logId = res.has(FaceConstant.LOG_ID) ? res.get(FaceConstant.LOG_ID).toString() : "0";
int errorCode = res.has(FaceConstant.ERROR_CODE) ? res.getInt(FaceConstant.ERROR_CODE) : -1;
String errorMsg = res.has(FaceConstant.ERROR_MSG) ? res.getString(FaceConstant.ERROR_MSG) : "";
int cached = res.has(FaceConstant.CACHED) ? res.getInt(FaceConstant.CACHED) : 0;
long timestamp = res.has(FaceConstant.TIMESTAMP) ? res.getLong(FaceConstant.TIMESTAMP) : 0;
Object dataString = res.has(FaceConstant.RESULT) ? res.get(FaceConstant.RESULT) : "";
com.alibaba.fastjson.JSONObject data = null;
if (dataString != null) {
data = com.alibaba.fastjson.JSONObject.parseObject(dataString.toString());
}
faceResult.setLogId(logId);
faceResult.setErrorCode(errorCode);
faceResult.setErrorMsg(errorMsg);
faceResult.setCached(cached);
faceResult.setTimestamp(timestamp);
faceResult.setData(data);
}catch (Exception e){
logger.error("JSONObject解析失败", e);
}
return faceResult;
}
}package com.example.common.face.dto;
import com.alibaba.fastjson.JSONObject;
import lombok.AllArgsConstructor;
import lombok.Builder;
import lombok.Data;
import lombok.NoArgsConstructor;
import java.io.Serializable;
/**
* User: lanxinghua
* Date: 2019/8/30 13:57
* Desc: 请求百度API接口结果
*/
@Data
@Builder
@AllArgsConstructor
@NoArgsConstructor
public class FaceResult implements Serializable {
private String logId;
private String errorMsg;
private int cached;
private int errorCode;
private long timestamp;
private JSONObject data;
public boolean isSuccess(){
return 0 == this.errorCode ? true : false;
}
}package com.example.common.face.dto;
import com.example.common.face.constant.ImageTypeEnum;
import lombok.AllArgsConstructor;
import lombok.Builder;
import lombok.Data;
import lombok.NoArgsConstructor;
import java.io.Serializable;
/**
* User: lanxinghua
* Date: 2019/8/30 11:25
* Desc: 图像对象
*/
@Data
@Builder
@AllArgsConstructor
@NoArgsConstructor
public class ImageU implements Serializable {
private ImageTypeEnum imageTypeEnum;
private String data;
}package com.example.common.face.dto;
import com.example.common.face.constant.FaceConstant;
import lombok.AllArgsConstructor;
import lombok.Builder;
import lombok.Data;
import lombok.NoArgsConstructor;
import java.io.Serializable;
/**
* User: lanxinghua
* Date: 2019/8/30 12:12
* Desc:
*/
@Data
@Builder
@AllArgsConstructor
@NoArgsConstructor
public class FaceUserDTO<T> implements Serializable {
private String userId;
private String groupId = FaceConstant.DEFAULT_GROUP_ID;
private String faceToken;
private T user;
}package com.example.common.face;
import com.alibaba.fastjson.JSON;
import com.baidu.aip.face.FaceVerifyRequest;
import com.baidu.aip.face.MatchRequest;
import com.example.common.face.constant.ActionTypeEnum;
import com.example.common.face.constant.FaceConstant;
import com.example.common.face.constant.LivenessControlEnum;
import com.example.common.face.constant.QualityControlEnum;
import com.example.common.face.dto.FaceResult;
import com.example.common.face.dto.FaceUserDTO;
import com.example.common.face.dto.ImageU;
import com.example.common.face.utils.FaceResultUtil;
import com.example.common.face.utils.FaceUtil;
import org.json.JSONObject;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.Objects;
/**
* User: lanxinghua
* Date: 2019/8/30 11:05
* Desc: 人脸识别相关服务
*/
public class FaceManage {
private static final Logger logger = LoggerFactory.getLogger(FaceManage.class);
/**
* 人脸注册
*/
public static void faceRegister(FaceUserDTO userDTO, ImageU imageU){
// 传入可选参数调用接口
HashMap<String, String> options = new HashMap<String, String>();
// 用户资料
options.put("user_info", JSON.toJSONString(userDTO));
// 图片质量
options.put("quality_control", QualityControlEnum.LOW.name());
// 活体检测控制
options.put("liveness_control", LivenessControlEnum.NONE.name());
// 操作方式
options.put("action_type", ActionTypeEnum.REPLACE.name());
String image = imageU.getData();
String imageType = imageU.getImageTypeEnum().name();
String groupId = userDTO.getGroupId();
String userId = userDTO.getUserId();
// 人脸注册
JSONObject res = FaceUtil.getClient().addUser(image, imageType, groupId, userId, options);
FaceResultUtil.isSuccess(res);
logger.info("人脸注册成功");
}
/**
* 人脸更新
*/
public static void faceUpdate(FaceUserDTO userDTO, ImageU imageU) {
HashMap<String, String> options = new HashMap<String, String>();
// 用户资料
options.put("user_info", JSON.toJSONString(userDTO));
// 图片质量
options.put("quality_control", QualityControlEnum.LOW.name());
// 活体检测控制
options.put("liveness_control", LivenessControlEnum.NONE.name());
// 操作方式
options.put("action_type", ActionTypeEnum.REPLACE.name());
String image = imageU.getData();
String imageType = imageU.getImageTypeEnum().name();
String groupId = userDTO.getGroupId();
String userId = userDTO.getUserId();
// 人脸更新
JSONObject res = FaceUtil.getClient().updateUser(image, imageType, groupId, userId, options);
FaceResultUtil.isSuccess(res);
logger.info("人脸更新成功 {}", res.toString(2));
}
/**
* 人脸删除
*/
public static void faceDelete(String userId, String groupId, String faceToken) {
// 传入可选参数调用接口
HashMap<String, String> options = new HashMap<String, String>();
// 人脸删除
JSONObject res = FaceUtil.getClient().faceDelete(userId, groupId, faceToken, options);
FaceResultUtil.isSuccess(res);
logger.info("人脸删除成功 {}", res.toString(2));
}
/**
* 用户信息查询
*/
public static FaceUserDTO<String> findUser(String userId, String groupId) {
HashMap<String, String> options = new HashMap<>();
// 用户信息查询
JSONObject res = FaceUtil.getClient().getUser(userId, groupId, options);
FaceResult result = FaceResultUtil.isSuccess(res);
return JSON.parseObject(result.getData().toJSONString(), FaceUserDTO.class);
}
/**
* 获取用户人脸列表
* @throws Exception
*/
public static FaceResult faceGetList(String userId, String groupId){
HashMap<String, String> options = new HashMap<String, String>();
// 获取用户人脸列表
JSONObject res = FaceUtil.getClient().faceGetlist(userId, groupId, options);
return FaceResultUtil.isSuccess(res);
}
/**
* 获取用户列表
*/
public static FaceResult listUserByGroupId(String groupId) {
HashMap<String, String> options = new HashMap<String, String>();
options.put("start", "0");
options.put("length", "50");
// 获取用户列表
JSONObject res = FaceUtil.getClient().getGroupUsers(groupId, options);
return FaceResultUtil.isSuccess(res);
}
/**
* 删除用户
*/
public static void deleteUser(String userId, String groupId) {
HashMap<String, String> options = new HashMap<String, String>();
// 删除用户
JSONObject res = FaceUtil.getClient().deleteUser(groupId, userId, options);
FaceResultUtil.isSuccess(res);
logger.info("用户删除成功 {}", res.toString(2));
}
/**
* 创建用户组
*/
public static void addGroup(String groupId) {
HashMap<String, String> options = new HashMap<String, String>();
// 创建用户组
JSONObject res = FaceUtil.getClient().groupAdd(groupId, options);
FaceResultUtil.isSuccess(res);
logger.info("创建用户组 {}", res.toString(2));
}
/**
* 删除用户组
*/
public static void deleteGroup(String groupId){
HashMap<String, String> options = new HashMap<String, String>();
// 删除用户组
JSONObject res = FaceUtil.getClient().groupDelete(groupId, options);
FaceResultUtil.isSuccess(res);
logger.info("删除用户组 {}", res.toString(2));
}
/**
* 组列表查询
*/
public static FaceResult listGroup() {
HashMap<String, String> options = new HashMap<String, String>();
options.put("start", "0");
options.put("length", "50");
// 组列表查询
JSONObject res = FaceUtil.getClient().getGroupList(options);
return FaceResultUtil.isSuccess(res);
}
/**
* 身份验证（没权限使用）
*/
public static FaceResult personVerify(String idCardNumber, String realName, ImageU imageU){
HashMap<String, String> options = new HashMap<String, String>();
options.put("quality_control", QualityControlEnum.LOW.name());
options.put("liveness_control", LivenessControlEnum.NONE.name());
// 身份验证
JSONObject res = FaceUtil.getClient().personVerify(imageU.getData(), imageU.getImageTypeEnum().name(), idCardNumber, realName, options);
return FaceResultUtil.isSuccess(res);
}
/**
* 人脸对比
*/
public static int faceMatchScore(ImageU imageU1, ImageU imageU2){
MatchRequest req1 = new MatchRequest(imageU1.getData(), imageU1.getImageTypeEnum().name());
MatchRequest req2 = new MatchRequest(imageU2.getData(), imageU2.getImageTypeEnum().name());
ArrayList<MatchRequest> requests = new ArrayList<MatchRequest>();
requests.add(req1);
requests.add(req2);
JSONObject res = FaceUtil.getClient().match(requests);
FaceResult result = FaceResultUtil.isSuccess(res);
// 对结果进行特殊处理
Integer score = result.getData().getInteger(FaceConstant.SCORE);
return score == null ? 0 : score;
}
/**
* 人脸是否对比成功
* @param imageU1
* @param imageU2
* @param score 匹配分数
* @return
*/
public static boolean isfaceMatch(ImageU imageU1, ImageU imageU2, Integer score){
int defaultScore = FaceConstant.MATCH_SCORE;
if (Objects.nonNull(score)){
defaultScore = score;
}
return faceMatchScore(imageU1, imageU2) > defaultScore ? true : false;
}
/**
* 人脸检测
*/
public static FaceResult faceDetect(ImageU imageU) {
HashMap<String, String> options = new HashMap<String, String>();
options.put("face_field", "age");
options.put("max_face_num", "2");
options.put("face_type", "LIVE");
// 人脸检测
JSONObject res = FaceUtil.getClient().detect(imageU.getData(), imageU.getImageTypeEnum().name(), options);
return FaceResultUtil.isSuccess(res);
}
/**
* 人脸搜索
*/
public static FaceResult faceSearch(String groupIds, ImageU imageU) {
HashMap<String, String> options = new HashMap<String, String>();
options.put("max_face_num", "1");
options.put("max_user_num", "1");
options.put("quality_control", QualityControlEnum.LOW.name());
options.put("liveness_control", LivenessControlEnum.NONE.name());
// 人脸搜索
JSONObject res = FaceUtil.getClient().search(imageU.getData(), imageU.getImageTypeEnum().name(), groupIds, options);
return FaceResultUtil.isSuccess(res);
}
/**
* 活体检测
*/
public static FaceResult faceverify(ImageU imageU) {
FaceVerifyRequest req = new FaceVerifyRequest(imageU.getData(), imageU.getImageTypeEnum().name());
ArrayList<FaceVerifyRequest> list = new ArrayList<FaceVerifyRequest>();
list.add(req);
JSONObject res = FaceUtil.getClient().faceverify(list);
return FaceResultUtil.isSuccess(res);
}
}package com.example.play;
import com.alibaba.fastjson.JSON;
import com.example.common.face.FaceManage;
import com.example.common.face.constant.FaceConstant;
import com.example.common.face.constant.ImageTypeEnum;
import com.example.common.face.dto.FaceResult;
import com.example.common.face.dto.FaceUserDTO;
import com.example.common.face.dto.ImageU;
import com.example.common.face.utils.FaceUtil;
import com.example.common.utils.FilesUtil;
import org.apache.commons.io.IOUtils;
import org.junit.Test;
import java.io.File;
import java.io.FileInputStream;
import java.io.InputStream;
import java.util.HashMap;
/**
* User: lanxinghua
* Date: 2019/8/29 20:17
* Desc: 人脸识别测试
*/
public class FaceIdentificationTest {
/**
* 人脸注册,导入数据100张人脸图片
*/
@Test
public void test00() throws Exception{
FaceUserDTO<String> userDTO = new FaceUserDTO<>();
userDTO.setGroupId("group2");
String filePath = "/Users/cxx/Downloads/entryPhoto/";
File[] files = FilesUtil.listFile(filePath);
int j = 0;
for (File file : files) {
int id = 7000 + j;
j++;
userDTO.setUserId(String.valueOf(id));
InputStream is = new FileInputStream(new File(filePath + file.getName()));
byte[] bytes = IOUtils.toByteArray(is);
String data = FaceUtil.encodeBase64(bytes);
ImageU imageU = ImageU.builder().data(data).imageTypeEnum(ImageTypeEnum.BASE64).build();
userDTO.setUser("用户信息 group1 - " + id);
try {
FaceManage.faceRegister(userDTO, imageU);
}catch (Exception e){
System.out.println("注册失败 msg:" + e.getMessage());
continue;
}
}
}
/**
* 人脸注册
*/
@Test
public void test01() {
FaceUserDTO<String> userDTO = new FaceUserDTO<>();
userDTO.setGroupId("group1");
userDTO.setUserId("6031");
String image = "https://download.2dfire.com/mis/permanent/img2.jpg";
ImageU imageU = ImageU.builder().data(image).imageTypeEnum(ImageTypeEnum.URL).build();
userDTO.setUser("用户信息1");
FaceManage.faceRegister(userDTO, imageU);
}
/**
* 人脸更新
*/
@Test
public void test02() {
FaceUserDTO<String> userDTO = new FaceUserDTO();
userDTO.setGroupId("group1");
userDTO.setUserId("6031");
String image = "https://download.2dfire.com/mis/permanent/img2.jpg";
ImageU imageU = ImageU.builder().data(image).imageTypeEnum(ImageTypeEnum.URL).build();
userDTO.setUser("用户信息1");
// 人脸更新
FaceManage.faceUpdate(userDTO, imageU);
}
/**
* 人脸删除接口
*/
@Test
public void test03() {
String userId = "6030";
String groupId = "group1";
String faceToken = "5a1a8c17c40ea41264e8830017134972";
FaceManage.faceDelete(userId, groupId, faceToken);
}
/**
* 用户信息查询
*/
@Test
public void test04() {
HashMap<String, String> options = new HashMap<>();
String userId = "6030";
String groupId = "group1";
// 用户信息查询
FaceUserDTO<String> userDTO = FaceManage.findUser(userId, groupId);
System.out.println("用户信息：" + JSON.toJSONString(userDTO));
}
/**
* 获取用户人脸列表
*/
@Test
public void test05() {
String userId = "6030";
String groupId = "group1";
// 获取用户人脸列表
FaceResult result = FaceManage.faceGetList(userId, groupId);
String data = result.getData().getString(FaceConstant.FACE_LIST);
System.out.println("人脸列表"+data);
}
/**
* 获取用户列表
*/
@Test
public void test06() {
String groupId = "group1";
FaceResult result = FaceManage.listUserByGroupId(groupId);
// 获取用户列表
String userIds = result.getData().getString(FaceConstant.USER_ID_LIST);
System.out.println("userIds" + userIds);
}
/**
* 删除用户
*/
@Test
public void test07() {
HashMap<String, String> options = new HashMap<String, String>();
String groupId = "group1";
String userId = "6031";
// 删除用户
FaceManage.deleteUser(userId, groupId);
}
/**
* 创建用户组
*/
@Test
public void test08() {
String groupId = "group2";
FaceManage.addGroup(groupId);
}
/**
* 删除用户组
*/
@Test
public void test09() {
String groupId = "group2";
FaceManage.deleteGroup(groupId);
}
/**
* 组列表查询
*/
@Test
public void test10() {
FaceResult result = FaceManage.listGroup();
String groupIds = result.getData().getString(FaceConstant.GROUP_ID_LIST);
System.out.println(groupIds);
}
/**
* 身份验证（没权限使用）
*/
@Test
public void test11() {
String image = "https://download.2dfire.com/mis/permanent/img1.jpg";
ImageU imageU = ImageU.builder().data(image).imageTypeEnum(ImageTypeEnum.URL).build();
String idCardNumber = "235151251";
String name = "陈星星";
FaceManage.personVerify(idCardNumber, name, imageU);
}
/**
* 人脸对比
*/
@Test
public void test12() {
String image1 = "https://download.2dfire.com/mis/permanent/img1.jpg";
String image2 = "https://download.2dfire.com/mis/permanent/img2.jpg";
ImageU imageU1 = ImageU.builder().data(image1).imageTypeEnum(ImageTypeEnum.URL).build();
ImageU imageU2 = ImageU.builder().data(image2).imageTypeEnum(ImageTypeEnum.URL).build();
boolean match = FaceManage.isfaceMatch(imageU2, imageU1, 80);
int matchScore = FaceManage.faceMatchScore(imageU2, imageU1);
System.out.println("是否匹配：" + match);
System.out.println("匹配等分：" + matchScore);
}
/**
* 人脸检测
*/
@Test
public void test13() {
String image = "https://download.2dfire.com/mis/permanent/img1.jpg";
ImageU imageU = ImageU.builder().data(image).imageTypeEnum(ImageTypeEnum.URL).build();
FaceResult result = FaceManage.faceDetect(imageU);
String data = result.getData().getString(FaceConstant.FACE_LIST);
System.out.println(data);
}
/**
* 人脸搜索
*/
@Test
public void test14() {
String image = "https://download.2dfire.com/mis/permanent/img1.jpg";
ImageU imageU = ImageU.builder().data(image).imageTypeEnum(ImageTypeEnum.URL).build();
String groupIds = "group1,group2";
FaceResult result = FaceManage.faceSearch(groupIds, imageU);
String users = result.getData().getString(FaceConstant.USER_LIST);
System.out.println(users);
}
/**
* 活体检测
*/
@Test
public void test15() {
String image = "https://download.2dfire.com/mis/permanent/img1.jpg";
ImageU imageU = ImageU.builder().data(image).imageTypeEnum(ImageTypeEnum.URL).build();
FaceResult result = FaceManage.faceverify(imageU);
String users = result.getData().toJSONString();
System.out.println(users);
}
} /**
* 人脸登录
*/
@ResponseBody
@RequestMapping(value = "/sys/loginface", method = RequestMethod.POST)
public R facelogin(@RequestParam("file") MultipartFile file) throws Exception {
if (file.isEmpty()) {
throw new BizException("上传文件不能为空");
}
String groupIds = "group1";
String data = FaceUtil.encodeBase64(file.getBytes());
ImageU imageU = ImageU.builder().data(data).imageTypeEnum(ImageTypeEnum.BASE64).build();
FaceResult result = FaceManage.faceSearch(groupIds, imageU);
String users = result.getData().getString(FaceConstant.USER_LIST);
if (StringUtils.isEmpty(users)){
return R.error("用户不存在");
}
System.out.println("result: " + users);
JSONArray array = JSONObject.parseArray(users);
JSONObject object = JSONObject.parseObject(array.get(0).toString());
Integer score = object.getInteger(FaceConstant.SCORE);
if (score == null){
return R.error("登录失败");
}
if (score >= FaceConstant.MATCH_SCORE){
return R.error("登录成功");
}
return R.error("用户不存在");
}