train_model-transfer_learn-mobilenet_V2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 3447,
     "status": "ok",
     "timestamp": 1682881854131,
     "user": {
      "displayName": "Twilight# GGwp",
      "userId": "01296245897008918579"
     },
     "user_tz": -360
    },
    "id": "kyBA8AXuVe8-",
    "outputId": "4a1493a3-8759-4085-f615-93f06b03aaeb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "executionInfo": {
     "elapsed": 2,
     "status": "ok",
     "timestamp": 1682874913701,
     "user": {
      "displayName": "Twilight# GGwp",
      "userId": "01296245897008918579"
     },
     "user_tz": -360
    },
    "id": "BlbtRc5AKBR9"
   },
   "outputs": [],
   "source": [
    "from zipfile import ZipFile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "executionInfo": {
     "elapsed": 61454,
     "status": "ok",
     "timestamp": 1682875507651,
     "user": {
      "displayName": "Twilight# GGwp",
      "userId": "01296245897008918579"
     },
     "user_tz": -360
    },
    "id": "_xEN6z7TKU9C"
   },
   "outputs": [],
   "source": [
    "with ZipFile ('drive/MyDrive/content/mask_dataset.zip', 'r') as zipObj:\n",
    "  zipObj.extractall('drive/MyDrive/content/mask_dataset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "executionInfo": {
     "elapsed": 7615,
     "status": "ok",
     "timestamp": 1682882291269,
     "user": {
      "displayName": "Twilight# GGwp",
      "userId": "01296245897008918579"
     },
     "user_tz": -360
    },
    "id": "NCrUHOsFLYFl"
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.applications import MobileNetV2\n",
    "from tensorflow.keras.layers import AveragePooling2D\n",
    "from tensorflow.keras.layers import Dropout\n",
    "from tensorflow.keras.layers import Flatten\n",
    "from tensorflow.keras.layers import Dense\n",
    "from tensorflow.keras.layers import Input\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.applications.mobilenet_v2 import preprocess_input\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.preprocessing.image import img_to_array\n",
    "from tensorflow.keras.preprocessing.image import load_img\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import LabelBinarizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report\n",
    "from tensorflow.keras.callbacks import LearningRateScheduler\n",
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "import glob as gb\n",
    "import scipy\n",
    "import random\n",
    "import seaborn as sns\n",
    "import os\n",
    "from PIL import Image\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "executionInfo": {
     "elapsed": 371,
     "status": "ok",
     "timestamp": 1682882307188,
     "user": {
      "displayName": "Twilight# GGwp",
      "userId": "01296245897008918579"
     },
     "user_tz": -360
    },
    "id": "sGF86o-QO5jk",
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "resize = 224   #input image size\n",
    "learning_rate = 1e-4\n",
    "seed = 107\n",
    "#define the hyperparamets for traing te neural network\n",
    "INIT_LR = 1e-4\n",
    "EPOCHS = 17\n",
    "BS = 64\n",
    "#dir_mask = 'drive/MyDrive/content/mask_dataset/Dataset/with_mask'\n",
    "#dir_inc_mask = 'drive/MyDrive/content/mask_dataset/Dataset/mask_weared_incorrect'\n",
    "#dir_nomask = 'drive/MyDrive/content/mask_dataset/Dataset/without_mask'\n",
    "#TRAIN_DIR = 'drive/MyDrive/content/mask_dataset/Dataset'\n",
    "\n",
    "dir_mask = 'C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/with_mask'\n",
    "dir_inc_mask = 'C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/mask_weared_incorrect'\n",
    "dir_nomask = 'C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/without_mask'\n",
    "TRAIN_DIR = 'C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset'\n",
    "\n",
    "assert os.path.exists(dir_mask), 'Could not find' + dir_mask\n",
    "assert os.path.exists(dir_inc_mask), 'Could not find' + dir_inc_mask\n",
    "assert os.path.exists(dir_nomask), 'Could not find' + dir_nomask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "executionInfo": {
     "elapsed": 41269,
     "status": "ok",
     "timestamp": 1682882350170,
     "user": {
      "displayName": "Twilight# GGwp",
      "userId": "01296245897008918579"
     },
     "user_tz": -360
    },
    "id": "ZH3icz68QSPW",
    "outputId": "0ef87343-2c55-403d-f010-8d70191160b1",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 103.45it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9189\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████| 3058/3058 [00:03<00:00, 887.66it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████| 3005/3005 [00:02<00:00, 1092.73it/s]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████| 3126/3126 [00:05<00:00, 613.06it/s]\n"
     ]
    }
   ],
   "source": [
    "categories = []\n",
    "class_count = []\n",
    "train_exm = 0\n",
    "\n",
    "for f in tqdm(os.listdir(TRAIN_DIR)):\n",
    "    files = gb.glob(pathname=str(TRAIN_DIR  + '//' + f + '/*'))\n",
    "    categories.append(f)\n",
    "    class_count.append(len(files))\n",
    "    train_exm += len(files)\n",
    "\n",
    "sns.barplot(x=categories, y=class_count).set_title(\"distribution of train data\")\n",
    "plt.show()\n",
    "print(train_exm)\n",
    "\n",
    "# Joining code starts here\n",
    "#CATEGORIES = [\"with_mask\", \"mask_weared_incorrect\", \"without_mask\"]\n",
    "data = []\n",
    "labels = []\n",
    "\n",
    "for c in categories:\n",
    "    path = os.path.join(TRAIN_DIR, c)\n",
    "    for img in tqdm(os.listdir(path)):\n",
    "        img_path = os.path.join(path, img)\n",
    "        image = load_img(img_path, target_size=(resize, resize))\n",
    "        image = img_to_array(image)\n",
    "        image = preprocess_input(image)\n",
    "        \n",
    "        data.append(image)\n",
    "        labels.append(c)\n",
    "        \n",
    "data= np.array(data, dtype=\"float32\")\n",
    "labels = np.array(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9189"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mask_weared_incorrect': 3058, 'with_mask': 3126, 'without_mask': 3005}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique, counts = np.unique(labels, return_counts=True)\n",
    "dict(zip(unique, counts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0.],\n",
       "       [1., 0., 0.],\n",
       "       [1., 0., 0.],\n",
       "       ...,\n",
       "       [0., 1., 0.],\n",
       "       [0., 1., 0.],\n",
       "       [0., 1., 0.]], dtype=float32)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Encode the labels in one hot encode form\n",
    "lb = LabelEncoder()\n",
    "labels = lb.fit_transform(labels)\n",
    "labels = to_categorical(labels)\n",
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "AugmentedData = ImageDataGenerator(\n",
    "    zoom_range=0.1,\n",
    "    rotation_range=25,\n",
    "    width_shift_range=0.1,\n",
    "    height_shift_range=0.1,\n",
    "    shear_range=0.15,\n",
    "    horizontal_flip=True,\n",
    "    fill_mode=\"nearest\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"mobilenetv2_1.00_224\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " input_1 (InputLayer)           [(None, 224, 224, 3  0           []                               \n",
      "                                )]                                                                \n",
      "                                                                                                  \n",
      " Conv1 (Conv2D)                 (None, 112, 112, 32  864         ['input_1[0][0]']                \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " bn_Conv1 (BatchNormalization)  (None, 112, 112, 32  128         ['Conv1[0][0]']                  \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " Conv1_relu (ReLU)              (None, 112, 112, 32  0           ['bn_Conv1[0][0]']               \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " expanded_conv_depthwise (Depth  (None, 112, 112, 32  288        ['Conv1_relu[0][0]']             \n",
      " wiseConv2D)                    )                                                                 \n",
      "                                                                                                  \n",
      " expanded_conv_depthwise_BN (Ba  (None, 112, 112, 32  128        ['expanded_conv_depthwise[0][0]']\n",
      " tchNormalization)              )                                                                 \n",
      "                                                                                                  \n",
      " expanded_conv_depthwise_relu (  (None, 112, 112, 32  0          ['expanded_conv_depthwise_BN[0][0\n",
      " ReLU)                          )                                ]']                              \n",
      "                                                                                                  \n",
      " expanded_conv_project (Conv2D)  (None, 112, 112, 16  512        ['expanded_conv_depthwise_relu[0]\n",
      "                                )                                [0]']                            \n",
      "                                                                                                  \n",
      " expanded_conv_project_BN (Batc  (None, 112, 112, 16  64         ['expanded_conv_project[0][0]']  \n",
      " hNormalization)                )                                                                 \n",
      "                                                                                                  \n",
      " block_1_expand (Conv2D)        (None, 112, 112, 96  1536        ['expanded_conv_project_BN[0][0]'\n",
      "                                )                                ]                                \n",
      "                                                                                                  \n",
      " block_1_expand_BN (BatchNormal  (None, 112, 112, 96  384        ['block_1_expand[0][0]']         \n",
      " ization)                       )                                                                 \n",
      "                                                                                                  \n",
      " block_1_expand_relu (ReLU)     (None, 112, 112, 96  0           ['block_1_expand_BN[0][0]']      \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " block_1_pad (ZeroPadding2D)    (None, 113, 113, 96  0           ['block_1_expand_relu[0][0]']    \n",
      "                                )                                                                 \n",
      "                                                                                                  \n",
      " block_1_depthwise (DepthwiseCo  (None, 56, 56, 96)  864         ['block_1_pad[0][0]']            \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_1_depthwise_BN (BatchNor  (None, 56, 56, 96)  384         ['block_1_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_1_depthwise_relu (ReLU)  (None, 56, 56, 96)   0           ['block_1_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_1_project (Conv2D)       (None, 56, 56, 24)   2304        ['block_1_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_1_project_BN (BatchNorma  (None, 56, 56, 24)  96          ['block_1_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_2_expand (Conv2D)        (None, 56, 56, 144)  3456        ['block_1_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_2_expand_BN (BatchNormal  (None, 56, 56, 144)  576        ['block_2_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " block_2_expand_relu (ReLU)     (None, 56, 56, 144)  0           ['block_2_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_2_depthwise (DepthwiseCo  (None, 56, 56, 144)  1296       ['block_2_expand_relu[0][0]']    \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_2_depthwise_BN (BatchNor  (None, 56, 56, 144)  576        ['block_2_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_2_depthwise_relu (ReLU)  (None, 56, 56, 144)  0           ['block_2_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_2_project (Conv2D)       (None, 56, 56, 24)   3456        ['block_2_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_2_project_BN (BatchNorma  (None, 56, 56, 24)  96          ['block_2_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_2_add (Add)              (None, 56, 56, 24)   0           ['block_1_project_BN[0][0]',     \n",
      "                                                                  'block_2_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_3_expand (Conv2D)        (None, 56, 56, 144)  3456        ['block_2_add[0][0]']            \n",
      "                                                                                                  \n",
      " block_3_expand_BN (BatchNormal  (None, 56, 56, 144)  576        ['block_3_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " block_3_expand_relu (ReLU)     (None, 56, 56, 144)  0           ['block_3_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_3_pad (ZeroPadding2D)    (None, 57, 57, 144)  0           ['block_3_expand_relu[0][0]']    \n",
      "                                                                                                  \n",
      " block_3_depthwise (DepthwiseCo  (None, 28, 28, 144)  1296       ['block_3_pad[0][0]']            \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_3_depthwise_BN (BatchNor  (None, 28, 28, 144)  576        ['block_3_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_3_depthwise_relu (ReLU)  (None, 28, 28, 144)  0           ['block_3_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_3_project (Conv2D)       (None, 28, 28, 32)   4608        ['block_3_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_3_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_3_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_4_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_3_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_4_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_4_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " block_4_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_4_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_4_depthwise (DepthwiseCo  (None, 28, 28, 192)  1728       ['block_4_expand_relu[0][0]']    \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_4_depthwise_BN (BatchNor  (None, 28, 28, 192)  768        ['block_4_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_4_depthwise_relu (ReLU)  (None, 28, 28, 192)  0           ['block_4_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_4_project (Conv2D)       (None, 28, 28, 32)   6144        ['block_4_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_4_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_4_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_4_add (Add)              (None, 28, 28, 32)   0           ['block_3_project_BN[0][0]',     \n",
      "                                                                  'block_4_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_5_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_4_add[0][0]']            \n",
      "                                                                                                  \n",
      " block_5_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_5_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " block_5_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_5_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_5_depthwise (DepthwiseCo  (None, 28, 28, 192)  1728       ['block_5_expand_relu[0][0]']    \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_5_depthwise_BN (BatchNor  (None, 28, 28, 192)  768        ['block_5_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_5_depthwise_relu (ReLU)  (None, 28, 28, 192)  0           ['block_5_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_5_project (Conv2D)       (None, 28, 28, 32)   6144        ['block_5_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_5_project_BN (BatchNorma  (None, 28, 28, 32)  128         ['block_5_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_5_add (Add)              (None, 28, 28, 32)   0           ['block_4_add[0][0]',            \n",
      "                                                                  'block_5_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_6_expand (Conv2D)        (None, 28, 28, 192)  6144        ['block_5_add[0][0]']            \n",
      "                                                                                                  \n",
      " block_6_expand_BN (BatchNormal  (None, 28, 28, 192)  768        ['block_6_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " block_6_expand_relu (ReLU)     (None, 28, 28, 192)  0           ['block_6_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_6_pad (ZeroPadding2D)    (None, 29, 29, 192)  0           ['block_6_expand_relu[0][0]']    \n",
      "                                                                                                  \n",
      " block_6_depthwise (DepthwiseCo  (None, 14, 14, 192)  1728       ['block_6_pad[0][0]']            \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_6_depthwise_BN (BatchNor  (None, 14, 14, 192)  768        ['block_6_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_6_depthwise_relu (ReLU)  (None, 14, 14, 192)  0           ['block_6_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_6_project (Conv2D)       (None, 14, 14, 64)   12288       ['block_6_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_6_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_6_project[0][0]']        \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_7_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_6_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_7_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_7_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " block_7_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_7_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_7_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_7_expand_relu[0][0]']    \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_7_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_7_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_7_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_7_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_7_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_7_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_7_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_7_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_7_add (Add)              (None, 14, 14, 64)   0           ['block_6_project_BN[0][0]',     \n",
      "                                                                  'block_7_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_8_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_7_add[0][0]']            \n",
      "                                                                                                  \n",
      " block_8_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_8_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " block_8_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_8_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_8_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_8_expand_relu[0][0]']    \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_8_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_8_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_8_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_8_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_8_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_8_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_8_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_8_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_8_add (Add)              (None, 14, 14, 64)   0           ['block_7_add[0][0]',            \n",
      "                                                                  'block_8_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_9_expand (Conv2D)        (None, 14, 14, 384)  24576       ['block_8_add[0][0]']            \n",
      "                                                                                                  \n",
      " block_9_expand_BN (BatchNormal  (None, 14, 14, 384)  1536       ['block_9_expand[0][0]']         \n",
      " ization)                                                                                         \n",
      "                                                                                                  \n",
      " block_9_expand_relu (ReLU)     (None, 14, 14, 384)  0           ['block_9_expand_BN[0][0]']      \n",
      "                                                                                                  \n",
      " block_9_depthwise (DepthwiseCo  (None, 14, 14, 384)  3456       ['block_9_expand_relu[0][0]']    \n",
      " nv2D)                                                                                            \n",
      "                                                                                                  \n",
      " block_9_depthwise_BN (BatchNor  (None, 14, 14, 384)  1536       ['block_9_depthwise[0][0]']      \n",
      " malization)                                                                                      \n",
      "                                                                                                  \n",
      " block_9_depthwise_relu (ReLU)  (None, 14, 14, 384)  0           ['block_9_depthwise_BN[0][0]']   \n",
      "                                                                                                  \n",
      " block_9_project (Conv2D)       (None, 14, 14, 64)   24576       ['block_9_depthwise_relu[0][0]'] \n",
      "                                                                                                  \n",
      " block_9_project_BN (BatchNorma  (None, 14, 14, 64)  256         ['block_9_project[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_9_add (Add)              (None, 14, 14, 64)   0           ['block_8_add[0][0]',            \n",
      "                                                                  'block_9_project_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_10_expand (Conv2D)       (None, 14, 14, 384)  24576       ['block_9_add[0][0]']            \n",
      "                                                                                                  \n",
      " block_10_expand_BN (BatchNorma  (None, 14, 14, 384)  1536       ['block_10_expand[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_10_expand_relu (ReLU)    (None, 14, 14, 384)  0           ['block_10_expand_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_10_depthwise (DepthwiseC  (None, 14, 14, 384)  3456       ['block_10_expand_relu[0][0]']   \n",
      " onv2D)                                                                                           \n",
      "                                                                                                  \n",
      " block_10_depthwise_BN (BatchNo  (None, 14, 14, 384)  1536       ['block_10_depthwise[0][0]']     \n",
      " rmalization)                                                                                     \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                  \n",
      " block_10_depthwise_relu (ReLU)  (None, 14, 14, 384)  0          ['block_10_depthwise_BN[0][0]']  \n",
      "                                                                                                  \n",
      " block_10_project (Conv2D)      (None, 14, 14, 96)   36864       ['block_10_depthwise_relu[0][0]']\n",
      "                                                                                                  \n",
      " block_10_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_10_project[0][0]']       \n",
      " alization)                                                                                       \n",
      "                                                                                                  \n",
      " block_11_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_10_project_BN[0][0]']    \n",
      "                                                                                                  \n",
      " block_11_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_11_expand[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_11_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_11_expand_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_11_depthwise (DepthwiseC  (None, 14, 14, 576)  5184       ['block_11_expand_relu[0][0]']   \n",
      " onv2D)                                                                                           \n",
      "                                                                                                  \n",
      " block_11_depthwise_BN (BatchNo  (None, 14, 14, 576)  2304       ['block_11_depthwise[0][0]']     \n",
      " rmalization)                                                                                     \n",
      "                                                                                                  \n",
      " block_11_depthwise_relu (ReLU)  (None, 14, 14, 576)  0          ['block_11_depthwise_BN[0][0]']  \n",
      "                                                                                                  \n",
      " block_11_project (Conv2D)      (None, 14, 14, 96)   55296       ['block_11_depthwise_relu[0][0]']\n",
      "                                                                                                  \n",
      " block_11_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_11_project[0][0]']       \n",
      " alization)                                                                                       \n",
      "                                                                                                  \n",
      " block_11_add (Add)             (None, 14, 14, 96)   0           ['block_10_project_BN[0][0]',    \n",
      "                                                                  'block_11_project_BN[0][0]']    \n",
      "                                                                                                  \n",
      " block_12_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_11_add[0][0]']           \n",
      "                                                                                                  \n",
      " block_12_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_12_expand[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_12_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_12_expand_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_12_depthwise (DepthwiseC  (None, 14, 14, 576)  5184       ['block_12_expand_relu[0][0]']   \n",
      " onv2D)                                                                                           \n",
      "                                                                                                  \n",
      " block_12_depthwise_BN (BatchNo  (None, 14, 14, 576)  2304       ['block_12_depthwise[0][0]']     \n",
      " rmalization)                                                                                     \n",
      "                                                                                                  \n",
      " block_12_depthwise_relu (ReLU)  (None, 14, 14, 576)  0          ['block_12_depthwise_BN[0][0]']  \n",
      "                                                                                                  \n",
      " block_12_project (Conv2D)      (None, 14, 14, 96)   55296       ['block_12_depthwise_relu[0][0]']\n",
      "                                                                                                  \n",
      " block_12_project_BN (BatchNorm  (None, 14, 14, 96)  384         ['block_12_project[0][0]']       \n",
      " alization)                                                                                       \n",
      "                                                                                                  \n",
      " block_12_add (Add)             (None, 14, 14, 96)   0           ['block_11_add[0][0]',           \n",
      "                                                                  'block_12_project_BN[0][0]']    \n",
      "                                                                                                  \n",
      " block_13_expand (Conv2D)       (None, 14, 14, 576)  55296       ['block_12_add[0][0]']           \n",
      "                                                                                                  \n",
      " block_13_expand_BN (BatchNorma  (None, 14, 14, 576)  2304       ['block_13_expand[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_13_expand_relu (ReLU)    (None, 14, 14, 576)  0           ['block_13_expand_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_13_pad (ZeroPadding2D)   (None, 15, 15, 576)  0           ['block_13_expand_relu[0][0]']   \n",
      "                                                                                                  \n",
      " block_13_depthwise (DepthwiseC  (None, 7, 7, 576)   5184        ['block_13_pad[0][0]']           \n",
      " onv2D)                                                                                           \n",
      "                                                                                                  \n",
      " block_13_depthwise_BN (BatchNo  (None, 7, 7, 576)   2304        ['block_13_depthwise[0][0]']     \n",
      " rmalization)                                                                                     \n",
      "                                                                                                  \n",
      " block_13_depthwise_relu (ReLU)  (None, 7, 7, 576)   0           ['block_13_depthwise_BN[0][0]']  \n",
      "                                                                                                  \n",
      " block_13_project (Conv2D)      (None, 7, 7, 160)    92160       ['block_13_depthwise_relu[0][0]']\n",
      "                                                                                                  \n",
      " block_13_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_13_project[0][0]']       \n",
      " alization)                                                                                       \n",
      "                                                                                                  \n",
      " block_14_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_13_project_BN[0][0]']    \n",
      "                                                                                                  \n",
      " block_14_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_14_expand[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_14_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_14_expand_BN[0][0]']     \n",
      "                                                                                                  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " block_14_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_14_expand_relu[0][0]']   \n",
      " onv2D)                                                                                           \n",
      "                                                                                                  \n",
      " block_14_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_14_depthwise[0][0]']     \n",
      " rmalization)                                                                                     \n",
      "                                                                                                  \n",
      " block_14_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_14_depthwise_BN[0][0]']  \n",
      "                                                                                                  \n",
      " block_14_project (Conv2D)      (None, 7, 7, 160)    153600      ['block_14_depthwise_relu[0][0]']\n",
      "                                                                                                  \n",
      " block_14_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_14_project[0][0]']       \n",
      " alization)                                                                                       \n",
      "                                                                                                  \n",
      " block_14_add (Add)             (None, 7, 7, 160)    0           ['block_13_project_BN[0][0]',    \n",
      "                                                                  'block_14_project_BN[0][0]']    \n",
      "                                                                                                  \n",
      " block_15_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_14_add[0][0]']           \n",
      "                                                                                                  \n",
      " block_15_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_15_expand[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_15_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_15_expand_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_15_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_15_expand_relu[0][0]']   \n",
      " onv2D)                                                                                           \n",
      "                                                                                                  \n",
      " block_15_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_15_depthwise[0][0]']     \n",
      " rmalization)                                                                                     \n",
      "                                                                                                  \n",
      " block_15_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_15_depthwise_BN[0][0]']  \n",
      "                                                                                                  \n",
      " block_15_project (Conv2D)      (None, 7, 7, 160)    153600      ['block_15_depthwise_relu[0][0]']\n",
      "                                                                                                  \n",
      " block_15_project_BN (BatchNorm  (None, 7, 7, 160)   640         ['block_15_project[0][0]']       \n",
      " alization)                                                                                       \n",
      "                                                                                                  \n",
      " block_15_add (Add)             (None, 7, 7, 160)    0           ['block_14_add[0][0]',           \n",
      "                                                                  'block_15_project_BN[0][0]']    \n",
      "                                                                                                  \n",
      " block_16_expand (Conv2D)       (None, 7, 7, 960)    153600      ['block_15_add[0][0]']           \n",
      "                                                                                                  \n",
      " block_16_expand_BN (BatchNorma  (None, 7, 7, 960)   3840        ['block_16_expand[0][0]']        \n",
      " lization)                                                                                        \n",
      "                                                                                                  \n",
      " block_16_expand_relu (ReLU)    (None, 7, 7, 960)    0           ['block_16_expand_BN[0][0]']     \n",
      "                                                                                                  \n",
      " block_16_depthwise (DepthwiseC  (None, 7, 7, 960)   8640        ['block_16_expand_relu[0][0]']   \n",
      " onv2D)                                                                                           \n",
      "                                                                                                  \n",
      " block_16_depthwise_BN (BatchNo  (None, 7, 7, 960)   3840        ['block_16_depthwise[0][0]']     \n",
      " rmalization)                                                                                     \n",
      "                                                                                                  \n",
      " block_16_depthwise_relu (ReLU)  (None, 7, 7, 960)   0           ['block_16_depthwise_BN[0][0]']  \n",
      "                                                                                                  \n",
      " block_16_project (Conv2D)      (None, 7, 7, 320)    307200      ['block_16_depthwise_relu[0][0]']\n",
      "                                                                                                  \n",
      " block_16_project_BN (BatchNorm  (None, 7, 7, 320)   1280        ['block_16_project[0][0]']       \n",
      " alization)                                                                                       \n",
      "                                                                                                  \n",
      " Conv_1 (Conv2D)                (None, 7, 7, 1280)   409600      ['block_16_project_BN[0][0]']    \n",
      "                                                                                                  \n",
      " Conv_1_bn (BatchNormalization)  (None, 7, 7, 1280)  5120        ['Conv_1[0][0]']                 \n",
      "                                                                                                  \n",
      " out_relu (ReLU)                (None, 7, 7, 1280)   0           ['Conv_1_bn[0][0]']              \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 2,257,984\n",
      "Trainable params: 2,223,872\n",
      "Non-trainable params: 34,112\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "#define the model\n",
    "baseModel = MobileNetV2(weights=\"imagenet\", include_top=False,\n",
    "\tinput_shape=(224, 224, 3))\n",
    "baseModel.summary()\n",
    "\n",
    "# construct the head of the model that will be placed on top of the\n",
    "# the base model (A simple CNN as the Head model) \n",
    "headModel = baseModel.output\n",
    "headModel = AveragePooling2D(pool_size=(7, 7))(headModel)\n",
    "headModel = Flatten(name=\"flatten\")(headModel)\n",
    "headModel = Dense(256, activation=\"relu\")(headModel)\n",
    "headModel = Dropout(0.25)(headModel)\n",
    "headModel = Dense(3, activation=\"softmax\")(headModel)\n",
    "\n",
    "# place the head FC model on top of the base model (this will become\n",
    "# the actual model we will train)\n",
    "model = Model(inputs=baseModel.input, outputs=headModel)\n",
    "\n",
    "# loop over all layers in the base model and freeze them so they will\n",
    "# *not* be updated during the first training process\n",
    "for layer in baseModel.layers:\n",
    "\tlayer.trainable = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of x_train: (7351, 224, 224, 3)\n",
      "Shape of y_train: (7351, 3)\n",
      "\n",
      "Shape of x_test: (1838, 224, 224, 3)\n",
      "Shape of y_test: (1838, 3)\n"
     ]
    }
   ],
   "source": [
    "#divide data into training and testing sets\n",
    "(trainX, testX, trainY, testY) = train_test_split(data, labels,\n",
    "\ttest_size=0.2, stratify=labels, random_state=42)\n",
    "print(f\"Shape of x_train: {trainX.shape}\")\n",
    "print(f\"Shape of y_train: {trainY.shape}\")\n",
    "print()\n",
    "print(f\"Shape of x_test: {testX.shape}\")\n",
    "print(f\"Shape of y_test: {testY.shape}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] compiling model...\n",
      "[INFO] training head...\n",
      "Epoch 1/17\n",
      "114/114 [==============================] - 66s 566ms/step - loss: 0.4773 - accuracy: 0.8033 - val_loss: 0.2913 - val_accuracy: 0.8847\n",
      "Epoch 2/17\n",
      "114/114 [==============================] - 63s 551ms/step - loss: 0.2296 - accuracy: 0.9182 - val_loss: 0.2293 - val_accuracy: 0.9129\n",
      "Epoch 3/17\n",
      "114/114 [==============================] - 62s 547ms/step - loss: 0.1750 - accuracy: 0.9369 - val_loss: 0.2246 - val_accuracy: 0.9086\n",
      "Epoch 4/17\n",
      "114/114 [==============================] - 62s 547ms/step - loss: 0.1500 - accuracy: 0.9451 - val_loss: 0.1795 - val_accuracy: 0.9276\n",
      "Epoch 5/17\n",
      "114/114 [==============================] - 64s 561ms/step - loss: 0.1389 - accuracy: 0.9485 - val_loss: 0.1754 - val_accuracy: 0.9266\n",
      "Epoch 6/17\n",
      "114/114 [==============================] - 63s 549ms/step - loss: 0.1165 - accuracy: 0.9616 - val_loss: 0.1674 - val_accuracy: 0.9314\n",
      "Epoch 7/17\n",
      "114/114 [==============================] - 63s 548ms/step - loss: 0.1138 - accuracy: 0.9577 - val_loss: 0.1540 - val_accuracy: 0.9353\n",
      "Epoch 8/17\n",
      "114/114 [==============================] - 62s 547ms/step - loss: 0.1067 - accuracy: 0.9620 - val_loss: 0.1425 - val_accuracy: 0.9429\n",
      "Epoch 9/17\n",
      "114/114 [==============================] - 63s 547ms/step - loss: 0.1011 - accuracy: 0.9639 - val_loss: 0.1505 - val_accuracy: 0.9391\n",
      "Epoch 10/17\n",
      "114/114 [==============================] - 63s 549ms/step - loss: 0.0969 - accuracy: 0.9656 - val_loss: 0.1307 - val_accuracy: 0.9467\n",
      "Epoch 11/17\n",
      "114/114 [==============================] - 62s 547ms/step - loss: 0.0899 - accuracy: 0.9691 - val_loss: 0.1692 - val_accuracy: 0.9266\n",
      "Epoch 12/17\n",
      "114/114 [==============================] - 62s 546ms/step - loss: 0.0871 - accuracy: 0.9679 - val_loss: 0.1676 - val_accuracy: 0.9293\n",
      "Epoch 13/17\n",
      "114/114 [==============================] - 63s 547ms/step - loss: 0.0816 - accuracy: 0.9699 - val_loss: 0.1554 - val_accuracy: 0.9369\n",
      "Epoch 14/17\n",
      "114/114 [==============================] - 62s 543ms/step - loss: 0.0755 - accuracy: 0.9738 - val_loss: 0.1754 - val_accuracy: 0.9227\n",
      "Epoch 15/17\n",
      "114/114 [==============================] - 62s 545ms/step - loss: 0.0764 - accuracy: 0.9715 - val_loss: 0.1281 - val_accuracy: 0.9440\n",
      "Epoch 16/17\n",
      "114/114 [==============================] - 62s 543ms/step - loss: 0.0767 - accuracy: 0.9726 - val_loss: 0.1363 - val_accuracy: 0.9423\n",
      "Epoch 17/17\n",
      "114/114 [==============================] - 62s 545ms/step - loss: 0.0709 - accuracy: 0.9769 - val_loss: 0.1218 - val_accuracy: 0.9499\n"
     ]
    }
   ],
   "source": [
    "#Complie the model and train it\n",
    "opt = Adam(learning_rate=INIT_LR, decay=INIT_LR / EPOCHS)\n",
    "model.compile(loss=\"categorical_crossentropy\", optimizer=opt,\n",
    "\tmetrics=[\"accuracy\"])\n",
    "\n",
    "print(\"\"\"[INFO] compiling model...\n",
    "[INFO] training head...\"\"\")\n",
    "\n",
    "\n",
    "# train the head of the network\n",
    "H = model.fit(\n",
    "\tAugmentedData.flow(trainX, trainY, batch_size=BS),\n",
    "\tsteps_per_epoch=len(trainX) // BS,\n",
    "\tvalidation_data=(testX, testY),\n",
    "\tvalidation_steps=len(testX) // BS,\n",
    "\tepochs=EPOCHS) #Here we sets weights to each class. \n",
    "#Class having high weight will be considered more importat while training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] evaluating network...\n",
      "29/29 [==============================] - 12s 387ms/step\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      0.89      0.94       612\n",
      "           1       0.90      0.98      0.94       625\n",
      "           2       0.98      0.97      0.97       601\n",
      "\n",
      "    accuracy                           0.95      1838\n",
      "   macro avg       0.95      0.95      0.95      1838\n",
      "weighted avg       0.95      0.95      0.95      1838\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[INFO] evaluating network...\")\n",
    "predIdxs = model.predict(testX, batch_size=BS)\n",
    "\n",
    "# for each image in the testing set we need to find the index of the\n",
    "# label with corresponding largest predicted probability\n",
    "predIdxs = np.argmax(predIdxs, axis=1)\n",
    "\n",
    "# show a nicely formatted classification report\n",
    "print(classification_report(testY.argmax(axis=1), predIdxs\n",
    "\t))\n",
    "\n",
    "# # serialize the model to disk\n",
    "# print(\"[INFO] saving mask detector model...\")\n",
    "\n",
    "# plot the training loss and accuracy\n",
    "N = EPOCHS\n",
    "plt.style.use(\"ggplot\")\n",
    "plt.figure()\n",
    "plt.plot(np.arange(0, N), H.history[\"loss\"], label=\"train_loss\")\n",
    "plt.plot(np.arange(0, N), H.history[\"val_loss\"], label=\"val_loss\")\n",
    "plt.plot(np.arange(0, N), H.history[\"accuracy\"], label=\"train_acc\")\n",
    "plt.plot(np.arange(0, N), H.history[\"val_accuracy\"], label=\"val_acc\")\n",
    "plt.title(\"Training Loss and Accuracy\")\n",
    "plt.xlabel(\"Epoch #\")\n",
    "plt.ylabel(\"Loss/Accuracy\")\n",
    "plt.legend(loc=\"lower left\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save(\"my_mask_detector_1.model\", save_format=\"h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1834f4e7dc0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image01 = Image.open('C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/with_mask/01.png')\n",
    "image02 = Image.open('C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/mask_weared_incorrect/2491.jpg')\n",
    "image03 = Image.open('C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/without_mask/81.png')\n",
    "\n",
    "plt.figure('image01')\n",
    "plt.title(\"with_mask\")\n",
    "plt.imshow(image01)\n",
    "\n",
    "plt.figure('image02')\n",
    "plt.title(\"mask_weared_incorrect\")\n",
    "plt.imshow(image02)\n",
    "\n",
    "plt.figure('image03')\n",
    "plt.title(\"without_mask\")\n",
    "plt.imshow(image03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 22ms/step\n",
      "with_mask\n",
      "1/1 [==============================] - 0s 23ms/step\n",
      "mask_weared_incorrect\n",
      "1/1 [==============================] - 0s 23ms/step\n",
      "without_mask\n"
     ]
    }
   ],
   "source": [
    "image01 = cv2.resize(cv2.imread('C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/with_mask/01.png'), (resize, resize))\n",
    "image01 = image01.astype(\"float\") / 255.0\n",
    "image01 = image01.reshape((1, image01.shape[0], image01.shape[1], image01.shape[2]))\n",
    "\n",
    "image02 = cv2.resize(cv2.imread('C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/mask_weared_incorrect/2491.jpg'), (resize, resize))\n",
    "image02 = image02.astype(\"float\") / 255.0\n",
    "image02 = image02.reshape((1, image02.shape[0], image02.shape[1], image02.shape[2]))\n",
    "\n",
    "image03 = cv2.resize(cv2.imread('C:/Users/aliah/Desktop/Git Uploads/CVPR/FINAL/mask_dataset/without_mask/81.png'), (resize, resize))\n",
    "image03 = image03.astype(\"float\") / 255.0\n",
    "image03 = image03.reshape((1, image03.shape[0], image03.shape[1], image03.shape[2]))\n",
    "\n",
    "\n",
    "    \n",
    "labelz = ('mask_weared_incorrect', 'with_mask', 'without_mask')\n",
    "\n",
    "predict = model.predict(image01, verbose=1)\n",
    "i = predict.argmax(axis=1)[0]\n",
    "print(labelz[i])\n",
    "\n",
    "predict = model.predict(image02, verbose=1)\n",
    "i = predict.argmax(axis=1)[0]\n",
    "print(labelz[i])\n",
    "\n",
    "predict = model.predict(image03, verbose=1)\n",
    "i = predict.argmax(axis=1)[0]\n",
    "print(labelz[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "authorship_tag": "ABX9TyPHmEed905mAHo38kbUu6qp",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3.10 (tensorflow 2.9)",
   "language": "python",
   "name": "tensorflow2.9"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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