├── 1.0 data preprocessing.ipynb ├── 2.0 training the CNN.ipynb ├── 3.0 detecting Masks.ipynb ├── README.md └── haarcascade_frontalface_default.xml /3.0 detecting Masks.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "attachments": { 5 | "detecting.png": { 6 | "image/png": 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" 7 | } 8 | }, 9 | "cell_type": "markdown", 10 | "metadata": {}, 11 | "source": [ 12 | "# Detecting Faces with and without masks\n", 13 | "\n", 14 | "![detecting.png](attachment:detecting.png)" 15 | ] 16 | }, 17 | { 18 | "cell_type": "code", 19 | "execution_count": 32, 20 | "metadata": {}, 21 | "outputs": [], 22 | "source": [ 23 | "from keras.models import load_model\n", 24 | "import cv2\n", 25 | "import numpy as np" 26 | ] 27 | }, 28 | { 29 | "cell_type": "code", 30 | "execution_count": 37, 31 | "metadata": {}, 32 | "outputs": [], 33 | "source": [ 34 | "model = load_model('model-017.model')\n", 35 | "\n", 36 | "face_clsfr=cv2.CascadeClassifier('haarcascade_frontalface_default.xml')\n", 37 | "\n", 38 | "source=cv2.VideoCapture(2)\n", 39 | "\n", 40 | "labels_dict={0:'MASK',1:'NO MASK'}\n", 41 | "color_dict={0:(0,255,0),1:(0,0,255)}" 42 | ] 43 | }, 44 | { 45 | "cell_type": "code", 46 | "execution_count": 38, 47 | "metadata": {}, 48 | "outputs": [], 49 | "source": [ 50 | "while(True):\n", 51 | "\n", 52 | " ret,img=source.read()\n", 53 | " gray=cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n", 54 | " faces=face_clsfr.detectMultiScale(gray,1.3,5) \n", 55 | "\n", 56 | " for (x,y,w,h) in faces:\n", 57 | " \n", 58 | " face_img=gray[y:y+w,x:x+w]\n", 59 | " resized=cv2.resize(face_img,(100,100))\n", 60 | " normalized=resized/255.0\n", 61 | " reshaped=np.reshape(normalized,(1,100,100,1))\n", 62 | " result=model.predict(reshaped)\n", 63 | "\n", 64 | " label=np.argmax(result,axis=1)[0]\n", 65 | " \n", 66 | " cv2.rectangle(img,(x,y),(x+w,y+h),color_dict[label],2)\n", 67 | " cv2.rectangle(img,(x,y-40),(x+w,y),color_dict[label],-1)\n", 68 | " cv2.putText(img, labels_dict[label], (x, y-10),cv2.FONT_HERSHEY_SIMPLEX,0.8,(255,255,255),2)\n", 69 | " \n", 70 | " \n", 71 | " cv2.imshow('LIVE',img)\n", 72 | " key=cv2.waitKey(1)\n", 73 | " \n", 74 | " if(key==27):\n", 75 | " break\n", 76 | " \n", 77 | "cv2.destroyAllWindows()\n", 78 | "source.release()" 79 | ] 80 | }, 81 | { 82 | "attachments": { 83 | "argmax.png": { 84 | "image/png": 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" 85 | } 86 | }, 87 | "cell_type": "markdown", 88 | "metadata": {}, 89 | "source": [ 90 | "![argmax.png](attachment:argmax.png)" 91 | ] 92 | }, 93 | { 94 | "cell_type": "markdown", 95 | "metadata": {}, 96 | "source": [ 97 | "## Motivated by the works of,\n", 98 | "\n", 99 | "1. [Adrian Rosebrock](https://www.pyimagesearch.com/2020/05/04/covid-19-face-mask-detector-with-opencv-keras-tensorflow-and-deep-learning/)\n", 100 | "2. [sentdex](https://pythonprogramming.net/convolutional-neural-network-deep-learning-python-tensorflow-keras/)\n", 101 | "3. [Prajna Bhandary](https://github.com/prajnasb/observations/tree/master/experiements/data)" 102 | ] 103 | }, 104 | { 105 | "cell_type": "code", 106 | "execution_count": null, 107 | "metadata": {}, 108 | "outputs": [], 109 | "source": [] 110 | } 111 | ], 112 | "metadata": { 113 | "kernelspec": { 114 | "display_name": "Python 3", 115 | "language": "python", 116 | "name": "python3" 117 | }, 118 | "language_info": { 119 | "codemirror_mode": { 120 | "name": "ipython", 121 | "version": 3 122 | }, 123 | "file_extension": ".py", 124 | "mimetype": "text/x-python", 125 | "name": "python", 126 | "nbconvert_exporter": "python", 127 | "pygments_lexer": "ipython3", 128 | "version": "3.7.4" 129 | } 130 | }, 131 | "nbformat": 4, 132 | "nbformat_minor": 2 133 | } 134 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # face-mask-detection-keras 2 | 3 | This project is implemented in Python using Keras, Tensorflow and OpenCV. 4 | 5 | ## Credits and Links 6 | 7 | The original dataset is prepared by [Prajna Bhandary](https://www.linkedin.com/in/prajna-bhandary-0b03a416a/) and available at [Github](https://github.com/prajnasb/observations/tree/master/experiements/data) 8 | 9 | ## Motivated by the works of, 10 | 11 | 1. [Adrian Rosebrock](https://www.pyimagesearch.com/2020/05/04/covid-19-face-mask-detector-with-opencv-keras-tensorflow-and-deep-learning/) 12 | 2. [sentdex](https://pythonprogramming.net/convolutional-neural-network-deep-learning-python-tensorflow-keras/) 13 | 3. [Prajna Bhandary](https://github.com/prajnasb/observations/tree/master/experiements/data) 14 | --------------------------------------------------------------------------------