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Copy pathImage Face segmentation
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Image Face segmentation
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4",
"toc_visible": true,
"mount_file_id": "1RxbfDc5qGQlzmQbiuXfJsmkdj2HLL846",
"authorship_tag": "ABX9TyMttUL/AX9HeLqSPZIhj/4d",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/vibhorjoshi/-CHECK/blob/main/Image%20Face%20segmentation\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DkeH29aleEUa",
"outputId": "39c960da-6f95-4f44-c7c6-586a86d43d64"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: face_recognition in /usr/local/lib/python3.10/dist-packages (1.3.0)\n",
"Requirement already satisfied: face-recognition-models>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from face_recognition) (0.3.0)\n",
"Requirement already satisfied: Click>=6.0 in /usr/local/lib/python3.10/dist-packages (from face_recognition) (8.1.6)\n",
"Requirement already satisfied: dlib>=19.7 in /usr/local/lib/python3.10/dist-packages (from face_recognition) (19.24.2)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from face_recognition) (1.23.5)\n",
"Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from face_recognition) (9.4.0)\n"
]
}
],
"source": [
"! pip install face_recognition"
]
},
{
"cell_type": "code",
"source": [
"!wget https://colab.research.google.com/#snippetFileIds=%2Fv2%2Fexternal%2Fnotebooks%2Fsnippets%2Fadvanced_outputs.ipynb&snippetQuery=Camera%20Capture"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PHoQULg-fiyZ",
"outputId": "06b3e31e-398c-4923-8aec-cc74aefc27bf"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2023-08-12 22:23:31-- https://colab.research.google.com/\n",
"Resolving colab.research.google.com (colab.research.google.com)... 142.251.31.102, 142.251.31.139, 142.251.31.100, ...\n",
"Connecting to colab.research.google.com (colab.research.google.com)|142.251.31.102|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: unspecified [text/html]\n",
"Saving to: ‘index.html.2’\n",
"\n",
"\rindex.html.2 [<=> ] 0 --.-KB/s \rindex.html.2 [ <=> ] 77.52K --.-KB/s in 0.02s \n",
"\n",
"2023-08-12 22:23:31 (4.53 MB/s) - ‘index.html.2’ saved [79384]\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"!mkdir known\n",
"!wget https://upload.wikimedia.org/wikipedia/commons/9/99/Elon_Musk_Colorado_2022_%28cropped2%29.jpg -O known/Elon_Musk.jpg\n",
"!wget https://upload.wikimedia.org/wikipedia/commons/a/a8/Bill_Gates_2017_%28cropped%29.jpg -O known/Bill_Gates.jpg\n",
"!wget https://upload.wikimedia.org/wikipedia/commons/thumb/8/8d/President_Barack_Obama.jpg/800px-President_Barack_Obama.jpg -O known/President_Barack_Obama.jpg\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cfOEvCj2h1Ih",
"outputId": "ebca0653-ce25-41d0-df9a-f700810b4ee9"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"mkdir: cannot create directory ‘known’: File exists\n",
"--2023-08-12 22:32:38-- https://upload.wikimedia.org/wikipedia/commons/9/99/Elon_Musk_Colorado_2022_%28cropped2%29.jpg\n",
"Resolving upload.wikimedia.org (upload.wikimedia.org)... 185.15.58.240, 2a02:ec80:600:ed1a::2:b\n",
"Connecting to upload.wikimedia.org (upload.wikimedia.org)|185.15.58.240|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 277854 (271K) [image/jpeg]\n",
"Saving to: ‘known/Elon_Musk.jpg’\n",
"\n",
"known/Elon_Musk.jpg 100%[===================>] 271.34K --.-KB/s in 0.08s \n",
"\n",
"2023-08-12 22:32:38 (3.15 MB/s) - ‘known/Elon_Musk.jpg’ saved [277854/277854]\n",
"\n",
"--2023-08-12 22:32:38-- https://upload.wikimedia.org/wikipedia/commons/a/a8/Bill_Gates_2017_%28cropped%29.jpg\n",
"Resolving upload.wikimedia.org (upload.wikimedia.org)... 185.15.58.240, 2a02:ec80:600:ed1a::2:b\n",
"Connecting to upload.wikimedia.org (upload.wikimedia.org)|185.15.58.240|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 1265579 (1.2M) [image/jpeg]\n",
"Saving to: ‘known/Bill_Gates.jpg’\n",
"\n",
"known/Bill_Gates.jp 100%[===================>] 1.21M --.-KB/s in 0.1s \n",
"\n",
"2023-08-12 22:32:39 (9.10 MB/s) - ‘known/Bill_Gates.jpg’ saved [1265579/1265579]\n",
"\n",
"--2023-08-12 22:32:39-- https://upload.wikimedia.org/wikipedia/commons/thumb/8/8d/President_Barack_Obama.jpg/800px-President_Barack_Obama.jpg\n",
"Resolving upload.wikimedia.org (upload.wikimedia.org)... 185.15.58.240, 2a02:ec80:600:ed1a::2:b\n",
"Connecting to upload.wikimedia.org (upload.wikimedia.org)|185.15.58.240|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 149031 (146K) [image/jpeg]\n",
"Saving to: ‘known/President_Barack_Obama.jpg’\n",
"\n",
"known/President_Bar 100%[===================>] 145.54K --.-KB/s in 0.06s \n",
"\n",
"2023-08-12 22:32:39 (2.19 MB/s) - ‘known/President_Barack_Obama.jpg’ saved [149031/149031]\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"!mkdir unknown\n",
"!wget https://upload.wikimedia.org/wikipedia/commons/f/f8/Ratan_Tata_photo.jpg - 0 unknown/1.jpg\n",
"!wget https://upload.wikimedia.org/wikipedia/commons/thumb/5/56/Donald_Trump_official_portrait.jpg/640px-Donald_Trump_official_portrait.jpg - 0 unknown/2.jpg\n",
"!wget https://upload.wikimedia.org/wikipedia/commons/c/c4/Official_Photograph_of_Prime_Minister_Narendra_Modi_Portrait.png - 0 unknown/3.jpg\n",
"!wget https://upload.wikimedia.org/wikipedia/commons/thumb/a/a1/Indira_Gandhi_official_portrait.png/800px-Indira_Gandhi_official_portrait.png - 0 unknown/4.jpg"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "K7ovuJoDkoku",
"outputId": "ba24daa2-debe-433a-fce5-1939e4ace15d"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"mkdir: cannot create directory ‘unknown’: File exists\n",
"--2023-08-12 22:32:43-- https://upload.wikimedia.org/wikipedia/commons/f/f8/Ratan_Tata_photo.jpg\n",
"Resolving upload.wikimedia.org (upload.wikimedia.org)... 185.15.58.240, 2a02:ec80:600:ed1a::2:b\n",
"Connecting to upload.wikimedia.org (upload.wikimedia.org)|185.15.58.240|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 394076 (385K) [image/jpeg]\n",
"Saving to: ‘Ratan_Tata_photo.jpg.9’\n",
"\n",
"Ratan_Tata_photo.jp 100%[===================>] 384.84K --.-KB/s in 0.1s \n",
"\n",
"2023-08-12 22:32:43 (3.78 MB/s) - ‘Ratan_Tata_photo.jpg.9’ saved [394076/394076]\n",
"\n",
"--2023-08-12 22:32:43-- http://-/\n",
"Resolving - (-)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘-’\n",
"--2023-08-12 22:32:43-- http://0/\n",
"Resolving 0 (0)... 0.0.0.0\n",
"Connecting to 0 (0)|0.0.0.0|:80... failed: Connection refused.\n",
"--2023-08-12 22:32:43-- http://unknown/1.jpg\n",
"Resolving unknown (unknown)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘unknown’\n",
"FINISHED --2023-08-12 22:32:43--\n",
"Total wall clock time: 0.2s\n",
"Downloaded: 1 files, 385K in 0.1s (3.78 MB/s)\n",
"--2023-08-12 22:32:43-- https://upload.wikimedia.org/wikipedia/commons/thumb/5/56/Donald_Trump_official_portrait.jpg/640px-Donald_Trump_official_portrait.jpg\n",
"Resolving upload.wikimedia.org (upload.wikimedia.org)... 185.15.58.240, 2a02:ec80:600:ed1a::2:b\n",
"Connecting to upload.wikimedia.org (upload.wikimedia.org)|185.15.58.240|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 104989 (103K) [image/jpeg]\n",
"Saving to: ‘640px-Donald_Trump_official_portrait.jpg.9’\n",
"\n",
"640px-Donald_Trump_ 100%[===================>] 102.53K --.-KB/s in 0.05s \n",
"\n",
"2023-08-12 22:32:43 (1.84 MB/s) - ‘640px-Donald_Trump_official_portrait.jpg.9’ saved [104989/104989]\n",
"\n",
"--2023-08-12 22:32:43-- http://-/\n",
"Resolving - (-)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘-’\n",
"--2023-08-12 22:32:43-- http://0/\n",
"Resolving 0 (0)... 0.0.0.0\n",
"Connecting to 0 (0)|0.0.0.0|:80... failed: Connection refused.\n",
"--2023-08-12 22:32:43-- http://unknown/2.jpg\n",
"Resolving unknown (unknown)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘unknown’\n",
"FINISHED --2023-08-12 22:32:43--\n",
"Total wall clock time: 0.2s\n",
"Downloaded: 1 files, 103K in 0.05s (1.84 MB/s)\n",
"--2023-08-12 22:32:43-- https://upload.wikimedia.org/wikipedia/commons/c/c4/Official_Photograph_of_Prime_Minister_Narendra_Modi_Portrait.png\n",
"Resolving upload.wikimedia.org (upload.wikimedia.org)... 185.15.58.240, 2a02:ec80:600:ed1a::2:b\n",
"Connecting to upload.wikimedia.org (upload.wikimedia.org)|185.15.58.240|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 258732 (253K) [image/png]\n",
"Saving to: ‘Official_Photograph_of_Prime_Minister_Narendra_Modi_Portrait.png.7’\n",
"\n",
"Official_Photograph 100%[===================>] 252.67K --.-KB/s in 0.08s \n",
"\n",
"2023-08-12 22:32:44 (2.95 MB/s) - ‘Official_Photograph_of_Prime_Minister_Narendra_Modi_Portrait.png.7’ saved [258732/258732]\n",
"\n",
"--2023-08-12 22:32:44-- http://-/\n",
"Resolving - (-)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘-’\n",
"--2023-08-12 22:32:44-- http://0/\n",
"Resolving 0 (0)... 0.0.0.0\n",
"Connecting to 0 (0)|0.0.0.0|:80... failed: Connection refused.\n",
"--2023-08-12 22:32:44-- http://unknown/3.jpg\n",
"Resolving unknown (unknown)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘unknown’\n",
"FINISHED --2023-08-12 22:32:44--\n",
"Total wall clock time: 0.2s\n",
"Downloaded: 1 files, 253K in 0.08s (2.95 MB/s)\n",
"--2023-08-12 22:32:44-- https://upload.wikimedia.org/wikipedia/commons/thumb/a/a1/Indira_Gandhi_official_portrait.png/800px-Indira_Gandhi_official_portrait.png\n",
"Resolving upload.wikimedia.org (upload.wikimedia.org)... 185.15.58.240, 2a02:ec80:600:ed1a::2:b\n",
"Connecting to upload.wikimedia.org (upload.wikimedia.org)|185.15.58.240|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 1242560 (1.2M) [image/png]\n",
"Saving to: ‘800px-Indira_Gandhi_official_portrait.png.7’\n",
"\n",
"800px-Indira_Gandhi 100%[===================>] 1.18M --.-KB/s in 0.1s \n",
"\n",
"2023-08-12 22:32:44 (8.74 MB/s) - ‘800px-Indira_Gandhi_official_portrait.png.7’ saved [1242560/1242560]\n",
"\n",
"--2023-08-12 22:32:44-- http://-/\n",
"Resolving - (-)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘-’\n",
"--2023-08-12 22:32:44-- http://0/\n",
"Resolving 0 (0)... 0.0.0.0\n",
"Connecting to 0 (0)|0.0.0.0|:80... failed: Connection refused.\n",
"--2023-08-12 22:32:44-- http://unknown/4.jpg\n",
"Resolving unknown (unknown)... failed: Name or service not known.\n",
"wget: unable to resolve host address ‘unknown’\n",
"FINISHED --2023-08-12 22:32:44--\n",
"Total wall clock time: 0.2s\n",
"Downloaded: 1 files, 1.2M in 0.1s (8.74 MB/s)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"\n",
"import face_recognition\n",
"import cv2\n",
"import os\n",
"from google.colab.patches import cv2_imshow\n",
"\n",
"def read_img(path):\n",
" image =cv2.imread(path)\n",
" (h,w)=image.shape[:2]\n",
" width=500\n",
" ratio=width/float(w)\n",
" height=int(h* ratio)\n",
" return cv2.resize(image,(width,height))\n",
"\n",
" known_encodings =[]\n",
" known_names=[]\n",
" known_dir=\"known\"\n",
"\n",
" for file in os.listdir(known_dir):\n",
" image=read_image( known_dir + '/' + file)\n",
" image_encoding=face_recognition.face_encodings(img)[0]\n",
" known_encodings.append(image_encoding)\n",
" known_names.append(file.split('.')[0])\n",
"\n",
" unknown_dir='unknown'\n",
" for file in os.listdir(unknown_dir):\n",
" print(\"Processing\",file)\n",
" image=read_image( unknown_dir + '/' + file)\n",
" image_encoding=face_recognition.face_encodings(img)[0]\n",
"\n",
" results=face_recognition.compare_faces(known_encodings,image_encoding)\n",
" print(results)\n",
"\n",
"\n",
"\n",
"\n",
"\n"
],
"metadata": {
"id": "lkinA2hum3IC"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "h7OI-VoU2MFk"
},
"execution_count": null,
"outputs": []
}
]
}