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Parent(s):
0a89c71
Add notebook
Browse files- notebook.ipynb +188 -0
notebook.ipynb
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"provenance": [],
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"mount_file_id": "https://github.com/shiveshnavin/face-match/blob/main/Face_Match.ipynb",
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"authorship_tag": "ABX9TyOtcib13s1Sgzm0u1C/LhwW",
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"include_colab_link": true
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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}
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},
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "view-in-github",
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"colab_type": "text"
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},
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"source": [
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"<a href=\"https://colab.research.google.com/github/shiveshnavin/face-match/blob/main/Face_Match.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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| 33 |
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"metadata": {
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| 34 |
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"id": "sKpUFCOofQWa"
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| 35 |
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},
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| 36 |
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"outputs": [],
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| 37 |
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"source": [
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| 38 |
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"!pip install deepface"
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| 39 |
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]
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| 40 |
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},
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{
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"cell_type": "code",
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"source": [
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"from deepface import DeepFace"
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| 45 |
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],
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| 46 |
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"metadata": {
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| 47 |
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"id": "PFKyr3S3js5g"
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| 48 |
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},
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| 49 |
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"execution_count": null,
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| 50 |
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"outputs": []
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| 51 |
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},
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{
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"cell_type": "code",
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"source": [
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"import os"
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],
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| 57 |
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"metadata": {
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| 58 |
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"id": "JN2LNi7wlluR"
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},
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"execution_count": null,
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| 61 |
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"outputs": []
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| 62 |
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},
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{
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"cell_type": "code",
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"source": [
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"dir = '/content/drive/MyDrive/colab/face-match'"
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| 67 |
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],
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"metadata": {
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| 69 |
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"id": "P6I4Q5poju2r"
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},
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "code",
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"source": [
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"!cd /content/drive/MyDrive/colab/face-match && wget -O shivesh-hd.jpeg https://miro.medium.com/v2/resize:fit:2400/1*ohF2nXtuZx624xTKwlG9MQ.jpeg"
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],
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"metadata": {
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"id": "eetSAvDhofhb"
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},
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "code",
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"source": [
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"!ls /content/drive/MyDrive/colab/face-match"
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],
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"metadata": {
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| 91 |
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"id": "4t3-O_5Bni0t"
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| 92 |
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},
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| 93 |
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"execution_count": null,
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| 94 |
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"outputs": []
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},
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{
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"cell_type": "code",
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"source": [
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| 99 |
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"hd_train = os.path.join(dir, 'bhat-hd.jpg')\n",
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| 100 |
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"sd_train = os.path.join(dir, 'bhat-sd.jpg')\n",
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"\n",
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"hd_test = os.path.join(dir, 'bhat-test-hd.jpeg')\n",
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"sd_test = os.path.join(dir, 'bhat-test-sd.jpeg')\n",
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"\n",
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"hd_unknown = os.path.join(dir, 'shivesh-hd.jpeg')"
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],
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"metadata": {
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| 108 |
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"id": "YayGIZgotAF5"
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},
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| 110 |
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"execution_count": null,
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| 111 |
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"outputs": []
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| 112 |
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},
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| 113 |
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{
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| 114 |
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"cell_type": "code",
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| 115 |
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"source": [
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| 116 |
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"result = DeepFace.verify(\n",
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| 117 |
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" img1_path = os.path.join(dir, 'shivesh-hd.jpeg'),\n",
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| 118 |
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" img2_path = os.path.join(dir, 'bhat-hd.jpg'),\n",
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| 119 |
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")\n",
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| 120 |
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"result"
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| 121 |
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],
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| 122 |
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"metadata": {
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| 123 |
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"id": "PhPwnGoWop1C"
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| 124 |
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},
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| 125 |
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"execution_count": null,
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| 126 |
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"outputs": []
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| 127 |
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},
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| 128 |
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{
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| 129 |
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"cell_type": "code",
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| 130 |
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"source": [
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| 131 |
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"result = DeepFace.verify(\n",
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| 132 |
+
" img1_path = os.path.join(dir, 'bhat-test-hd.jpeg'),\n",
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| 133 |
+
" img2_path = os.path.join(dir, 'bhat-test-hd.jpeg'),\n",
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| 134 |
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")\n",
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| 135 |
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"result"
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| 136 |
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],
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| 137 |
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"metadata": {
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| 138 |
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"id": "h6OwutnBlgKe"
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| 139 |
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},
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| 140 |
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"execution_count": null,
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| 141 |
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"outputs": []
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| 142 |
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},
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| 143 |
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{
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| 144 |
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"cell_type": "code",
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| 145 |
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"source": [
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| 146 |
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"!ls /content/drive/MyDrive/colab/face-match/bhat-test-sd.jpg"
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| 147 |
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],
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| 148 |
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"metadata": {
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| 149 |
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"id": "hXGLf_Mgn2gV"
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| 150 |
+
},
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| 151 |
+
"execution_count": null,
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| 152 |
+
"outputs": []
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| 153 |
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},
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| 154 |
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{
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| 155 |
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"cell_type": "code",
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| 156 |
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"source": [
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| 157 |
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"!pip3 install face_recognition"
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| 158 |
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],
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| 159 |
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"metadata": {
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| 160 |
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"id": "ALwbcczEn8wg"
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| 161 |
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},
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| 162 |
+
"execution_count": null,
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| 163 |
+
"outputs": []
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| 164 |
+
},
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| 165 |
+
{
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| 166 |
+
"cell_type": "code",
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| 167 |
+
"source": [],
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| 168 |
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"metadata": {
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| 169 |
+
"id": "Wkn4Z44Rs-HY"
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| 170 |
+
},
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| 171 |
+
"execution_count": null,
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| 172 |
+
"outputs": []
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| 173 |
+
},
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| 174 |
+
{
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| 175 |
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"cell_type": "code",
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| 176 |
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"source": [
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| 177 |
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"import face_recognition\n",
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| 178 |
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"image = face_recognition.load_image_file(\"your_file.jpg\")\n",
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| 179 |
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"face_locations = face_recognition.face_locations(image)"
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| 180 |
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],
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| 181 |
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"metadata": {
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| 182 |
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"id": "06ckkNXqsqfF"
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| 183 |
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},
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| 184 |
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"execution_count": null,
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| 185 |
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"outputs": []
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| 186 |
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}
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| 187 |
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]
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| 188 |
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}
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