FRS using Deep Learning .ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1d4e6aec-9103-43cd-b0f5-9e1119180504",
   "metadata": {},
   "source": [
    "## Generating Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1fe19c6e-ee40-4e4f-8f91-4fb2e331eaf8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 #type:ignore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "691a2d25-d82d-422b-9269-63ebddb3e593",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_dataset():\n",
    "    face_classifier = cv2.CascadeClassifier(\"haarcascade_frontalface_default.xml\")\n",
    "    def face_cropped(img):\n",
    "        gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "        faces = face_classifier.detectMultiScale(gray, 1.3, 5)\n",
    "        if faces is():\n",
    "            return None\n",
    "        for (x,y,w,h) in faces:\n",
    "            cropped_face = img[y:y+h,x:x+w]\n",
    "        return cropped_face\n",
    "     \n",
    "    cap = cv2.VideoCapture(0)\n",
    "    img_id = 0\n",
    "     \n",
    "    while True:\n",
    "        ret, frame = cap.read()\n",
    "        if face_cropped(frame) is not None:\n",
    "            img_id+=1\n",
    "            face = cv2.resize(face_cropped(frame), (200,200))\n",
    "            face = cv2.cvtColor(face, cv2.COLOR_BGR2GRAY)\n",
    "            #file_name_path = \"data/\"+\"Supriya.\"+str(img_id)+\".jpg\"\n",
    "            file_name_path = \"Images for Visualization/\"+str(img_id)+'.jpg'\n",
    "            cv2.imwrite(file_name_path, face)\n",
    "            cv2.putText(face, str(img_id), (50,50), cv2.FONT_HERSHEY_COMPLEX, 1, (0,255,0), 2 )\n",
    "             \n",
    "            cv2.imshow(\"Cropped_Face\", face)\n",
    "            if cv2.waitKey(1)==13 or int(img_id)==1000:\n",
    "                break\n",
    "                cap.release()\n",
    "    cv2.destroyAllWindows()\n",
    "    print(\"Collecting samples is completed !!!\")\n",
    "generate_dataset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ea0b6f07-e9c4-4b29-a11a-e3aefc55060c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3130e146-f5c6-4941-9a41-6066751b2e9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_label(image_name):\n",
    "    name = image_name.split('.')[-3] \n",
    "    #suppose your dataset contains two person\n",
    "    if name==\"Shaonti\":\n",
    "        return np.array([1,0])\n",
    "    elif name==\"Supriya\":\n",
    "        return np.array([0,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c05769a-2206-4b36-b7e5-1b84d80a2748",
   "metadata": {},
   "source": [
    "# Create data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1b9e6d3e-812e-48e4-a0c0-50ec30c40580",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from random import shuffle\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "294c47a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 2000/2000 [00:00<00:00, 3168.19it/s]\n"
     ]
    }
   ],
   "source": [
    "def my_data():\n",
    "    data = []\n",
    "    for img in tqdm(os.listdir(\"data\")):\n",
    "        path=os.path.join(\"data\",img)\n",
    "        img_data = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n",
    "        img_data = cv2.resize(img_data, (50,50))\n",
    "        data.append([np.array(img_data), my_label(img)])\n",
    "    shuffle(data)  \n",
    "    return data\n",
    "data = my_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "21a32734-b105-45a5-9d8e-2150f5de6016",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1500, 50, 50, 1)\n",
      "(500, 50, 50, 1)\n"
     ]
    }
   ],
   "source": [
    "train = data[:1500]\n",
    "test = data[1500:]\n",
    "X_train = np.array([i[0] for i in train]) .reshape(-1,50,50,1)\n",
    "print(X_train.shape)\n",
    "y_train = [i[1] for i in train]\n",
    "X_test=np.array([i[0] for i in test]).reshape(-1,50,50,1)\n",
    "print(X_test.shape)\n",
    "y_test=[i[1] for i in test]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5fde1c3-af9e-489c-a316-2ada3eddad9a",
   "metadata": {},
   "source": [
    "# Creating Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "99b6c029-d142-495d-84fe-5e09a17b223e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tensorflow==2.12.0 in c:\\users\\asus\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (2.12.0)\n",
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      "Requirement already satisfied: packaging in c:\\users\\asus\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow==2.12.0) (23.1)\n",
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      "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in c:\\users\\asus\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow==2.12.0) (0.6.0)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\users\\asus\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow==2.12.0) (3.2.2)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install tensorflow==2.12.0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "00d05c92",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Step: 287  | total loss: \u001b[1m\u001b[32m0.11864\u001b[0m\u001b[0m | time: 2.240s\n",
      "| Adam | epoch: 012 | loss: 0.11864 - acc: 0.9928 -- iter: 1472/1500\n",
      "Training Step: 288  | total loss: \u001b[1m\u001b[32m0.10678\u001b[0m\u001b[0m | time: 3.348s\n",
      "| Adam | epoch: 012 | loss: 0.10678 - acc: 0.9935 | val_loss: 0.00002 - val_acc: 1.0000 -- iter: 1500/1500\n",
      "--\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import tensorflow as tf\n",
    "import tflearn\n",
    "from tflearn.layers.conv import conv_2d, max_pool_2d\n",
    "from tflearn.layers.core import input_data, dropout, fully_connected\n",
    "from tflearn.layers.estimator import regression\n",
    "\n",
    "tf.compat.v1.reset_default_graph()\n",
    "convnet = input_data(shape=[50,50,1])\n",
    "convnet = conv_2d(convnet, 32, 5, activation='relu')\n",
    "# 32 filters and stride=5 in order for the filter to move 5 pixels or units at once.\n",
    "convnet = max_pool_2d(convnet, 5)\n",
    "convnet = conv_2d(convnet, 64, 5, activation='relu')\n",
    "convnet = max_pool_2d(convnet, 5)\n",
    "convnet = conv_2d(convnet, 128, 5, activation='relu')\n",
    "convnet = max_pool_2d(convnet, 5)\n",
    "convnet = conv_2d(convnet, 64, 5, activation='relu')\n",
    "convnet = max_pool_2d(convnet, 5)\n",
    "convnet = conv_2d(convnet, 32, 5, activation='relu')\n",
    "convnet = max_pool_2d(convnet, 5)\n",
    " \n",
    "convnet = fully_connected(convnet, 1024, activation='relu')\n",
    "convnet = dropout(convnet, 0.8)\n",
    "convnet = fully_connected(convnet, 2, activation='softmax')\n",
    "convnet = regression(convnet, optimizer='adam', learning_rate = 0.001, loss='categorical_crossentropy')\n",
    "model = tflearn.DNN(convnet, tensorboard_verbose=1)\n",
    "model.fit(X_train, y_train, n_epoch=12, validation_set=(X_test, y_test), show_metric = True, run_id=\"FRS\" )\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6504383f-a69d-4eea-bec7-c3d0305c165e",
   "metadata": {},
   "source": [
    "# Visualization Of Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e8429a4a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 40/40 [00:00<00:00, 2372.44it/s]\n"
     ]
    }
   ],
   "source": [
    "def data_for_visualization():\n",
    "    Vdata = []\n",
    "    for img in tqdm(os.listdir(\"Images for Visualization\")):\n",
    "       path = os.path.join(\"Images for Visualization\" , img)\n",
    "       img_num = img.split('.')[0]\n",
    "       img_data = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n",
    "       img_data = cv2.resize(img_data,(50,50))\n",
    "       Vdata.append([np.array(img_data), img_num])\n",
    "    shuffle(Vdata)\n",
    "    return Vdata\n",
    "\n",
    "Vdata = data_for_visualization()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f3e825e4-4b33-4066-9aca-a3fb182beda8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x2000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt   \n",
    "fig = plt.figure(figsize=(20,20))\n",
    "for num, data in enumerate(Vdata[:20]):\n",
    "    img_data = data[0]\n",
    "    y = fig.add_subplot(5,5, num+1)\n",
    "    image = img_data\n",
    "    data = img_data.reshape(50,50,1)\n",
    "    model_out = model.predict([data])[0]\n",
    "     \n",
    "    if np.argmax(model_out) == 0:\n",
    "        my_label = 'Shaonti'\n",
    "    elif np.argmax(model_out) == 1:\n",
    "        my_label = 'Supriya'\n",
    "    \n",
    "         \n",
    "    y.imshow(image, cmap='gray')\n",
    "    plt.title(my_label)\n",
    "     \n",
    "    y.axes.get_xaxis().set_visible(False)\n",
    "    y.axes.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30374972",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}