diff --git a/deep_CNN/data/README.md b/deep_CNN/data/README.md new file mode 100644 index 00000000..42955230 --- /dev/null +++ b/deep_CNN/data/README.md @@ -0,0 +1,7 @@ +## Data set Description: + +SDNET2018 is an annotated image dataset for training, validation, and benchmarking of artificial intelligence based crack detection algorithms for concrete. +SDNET2018 contains over 56,000 images of cracked and non-cracked concrete bridge decks, walls, and pavements. + +Link to the Dataset: +[SDNET](https://digitalcommons.usu.edu/all_datasets/48/) \ No newline at end of file diff --git a/deep_CNN/exercise/README.md b/deep_CNN/exercise/README.md new file mode 100644 index 00000000..58177968 --- /dev/null +++ b/deep_CNN/exercise/README.md @@ -0,0 +1,24 @@ +## Description +This problem deals with detecting the faults (cracks) in the SDNET dataset having concrete bridge decks, walls, and pavements images. In the proposed approach, a deep convolution neural newtork (D-CNN) is developed +for detect the faults from the Pavement images of the dataset. To deal with imablanced classes and reduce overfitting, data augmentation have also been applied before feature extraction. + + +## Prerequisite + + - Computer vision concepts and knowledge of making data pipelines in Python + + - Knowledge of Convolutional Neural Network (CNNs) and Hyper-parameter Optimization for better performance. + + - Basic Knowledge of evaluating Deep learning models + +## Evaluation Metrics + +The proposed model is evaluated on the basis: Accuracy, Confusion Matrix, Sensitivity, Specifcity, Precision, F-Measure. + +## Future Work + +1.To solve the issue of imabalanced classes, advanced resampling technqiues (random or rule-based) could be used before feature extraction. + +2.Transfer Learning methodologies can also be implemented for obtaining superior metrics of evaluation. + +3.For hyper-parametr optimization, meta-heuristic technqiues (for example: Genetic algorithms) can be implemented. \ No newline at end of file diff --git a/deep_CNN/solution/DEEPCNN_SDNET.ipynb b/deep_CNN/solution/DEEPCNN_SDNET.ipynb new file mode 100644 index 00000000..f1826b6b --- /dev/null +++ b/deep_CNN/solution/DEEPCNN_SDNET.ipynb @@ -0,0 +1,2494 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from tensorflow.keras.preprocessing.image import ImageDataGenerator, img_to_array \n", + "from tensorflow.keras.optimizers import Adam\n", + "from sklearn.preprocessing import LabelBinarizer \n", + "from sklearn.model_selection import train_test_split\n", + "from imutils import paths\n", + "import numpy as np\n", + "import os\n", + "import cv2\n", + "import random\n", + "from sklearn.utils import shuffle\n", + "from imutils import paths\n", + "from sklearn.model_selection import train_test_split\n", + "from tensorflow.keras.utils import to_categorical\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from tensorflow.keras.optimizers import SGD, Adam" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "import keras\n", + "from tensorflow.keras.optimizers import SGD\n", + "from tensorflow.keras.models import Sequential\n", + "from keras.layers.core import Dense, Dropout, Activation, Flatten\n", + "from keras.layers.convolutional import Convolution2D, MaxPooling2D\n", + "from tensorflow.keras.optimizers import SGD\n", + "from tensorflow.keras import backend as K\n", + "from keras.layers import BatchNormalization \n", + "from keras.layers.convolutional import Conv2D, MaxPooling2D \n", + "from keras.layers.core import Activation, Flatten,Dense , Dropout \n", + "from keras.models import Sequential\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "#Loading the data...\n", + "dataset='C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "#list of image paths\n", + "imagepaths=sorted(list(paths.list_images(dataset)))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\001-100.jpg',\n", + " 'C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\001-101.jpg',\n", + " 'C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\001-102.jpg',\n", + " 'C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\001-103.jpg',\n", + " 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'C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\045-136.jpg',\n", + " 'C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\045-137.jpg',\n", + " 'C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\045-155.jpg',\n", + " 'C:/Users/Pingo9o1/Downloads/DATA_Maguire_20180517_ALL/DATA_Maguire_20180517_ALL/SDNET2018/P\\\\CP\\\\045-156.jpg',\n", + " ...]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imagepaths" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "#Function to put the data in a list and make a separate list for labels...\n", + "\n", + "def splitting_data(imagepaths):\n", + " \n", + " data = [] #data list\n", + " labels = [] # Labels list (binary class)\n", + " \n", + " random.shuffle(imagepaths) #for shuffling\n", + " \n", + " for imagepath in imagepaths:\n", + " try: #Exceptions Handling\n", + " img=cv2.imread(imagepath)\n", + " img = cv2.resize(img, (64, 64)) \n", + " img = cv2.cvtColor(img, cv2.COLOR_BGRA2BGR)\n", + " label = imagepath.split(os.path.sep)[-2] #to extract label from folder name \n", + " data.append(img)\n", + " labels.append(label)\n", + " \n", + " except Exception as e: \n", + " print(e)\n", + "\n", + " \n", + " data=np.array(data)\n", + " labels=np.array(labels) #changed to numpy arrays\n", + " \n", + " return (data, labels) #returning list of data and labels\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "#calling the split function...\n", + "\n", + "data, labels= splitting_data(imagepaths)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[[166, 177, 185],\n", + " [149, 160, 168],\n", + " [152, 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159, 171],\n", + " [146, 162, 174],\n", + " ...,\n", + " [121, 137, 149],\n", + " [150, 166, 178],\n", + " [156, 172, 184]]],\n", + "\n", + "\n", + " ...,\n", + "\n", + "\n", + " [[[123, 122, 131],\n", + " [158, 157, 166],\n", + " [135, 134, 143],\n", + " ...,\n", + " [137, 139, 140],\n", + " [133, 135, 136],\n", + " [135, 137, 138]],\n", + "\n", + " [[130, 130, 136],\n", + " [149, 149, 155],\n", + " [136, 136, 142],\n", + " ...,\n", + " [137, 139, 140],\n", + " [136, 138, 139],\n", + " [131, 133, 134]],\n", + "\n", + " [[141, 142, 145],\n", + " [139, 140, 143],\n", + " [144, 145, 148],\n", + " ...,\n", + " [136, 138, 139],\n", + " [133, 135, 136],\n", + " [128, 130, 131]],\n", + "\n", + " ...,\n", + "\n", + " [[155, 156, 160],\n", + " [157, 158, 162],\n", + " [145, 146, 150],\n", + " ...,\n", + " [128, 130, 131],\n", + " [146, 148, 149],\n", + " [153, 155, 156]],\n", + "\n", + " [[157, 158, 162],\n", + " [151, 152, 156],\n", + " [141, 142, 146],\n", + " ...,\n", + " [143, 145, 146],\n", + " [147, 149, 150],\n", + " [156, 158, 159]],\n", + "\n", + " [[149, 150, 154],\n", + " [158, 159, 163],\n", + " [156, 157, 161],\n", + " ...,\n", + " [125, 127, 128],\n", + " [154, 156, 157],\n", + " [141, 143, 144]]],\n", + "\n", + "\n", + " [[[176, 180, 185],\n", + " [149, 153, 158],\n", + " [177, 181, 186],\n", + " ...,\n", + " [163, 166, 170],\n", + " [174, 177, 181],\n", + " [138, 141, 145]],\n", + "\n", + " [[185, 189, 194],\n", + " [181, 185, 190],\n", + " [158, 162, 167],\n", + " ...,\n", + " [ 97, 100, 104],\n", + " [127, 130, 134],\n", + " [153, 156, 160]],\n", + "\n", + " [[126, 130, 135],\n", + " [ 92, 96, 101],\n", + " [113, 117, 122],\n", + " ...,\n", + " [102, 105, 109],\n", + " [ 87, 90, 94],\n", + " [ 77, 80, 84]],\n", + "\n", + " ...,\n", + "\n", + " [[159, 163, 173],\n", + " [165, 170, 180],\n", + " [108, 113, 123],\n", + " ...,\n", + " [128, 133, 134],\n", + " [113, 118, 119],\n", + " [137, 142, 143]],\n", + "\n", + " [[159, 163, 173],\n", + " [190, 194, 204],\n", + " [165, 169, 179],\n", + " ...,\n", + " [134, 137, 138],\n", + " [160, 163, 164],\n", + " [157, 160, 161]],\n", + "\n", + " [[160, 166, 172],\n", + " [153, 159, 165],\n", + " [186, 192, 198],\n", + " ...,\n", + " [153, 155, 156],\n", + " [151, 153, 154],\n", + " [142, 144, 145]]],\n", + "\n", + "\n", + " [[[109, 84, 73],\n", + " [101, 78, 64],\n", + " [ 85, 62, 47],\n", + " ...,\n", + " [162, 167, 166],\n", + " [129, 134, 133],\n", + " [155, 160, 159]],\n", + "\n", + " [[137, 112, 101],\n", + " [ 76, 52, 39],\n", + " [110, 87, 71],\n", + " ...,\n", + " [141, 146, 146],\n", + " [180, 184, 184],\n", + " [163, 168, 168]],\n", + "\n", + " [[113, 89, 78],\n", + " [102, 78, 65],\n", + " [103, 80, 65],\n", + " ...,\n", + " [ 84, 87, 90],\n", + " [145, 149, 151],\n", + " [125, 128, 131]],\n", + "\n", + " ...,\n", + "\n", + " [[103, 84, 69],\n", + " [107, 88, 73],\n", + " [107, 88, 73],\n", + " ...,\n", + " [129, 132, 137],\n", + " [120, 123, 128],\n", + " [134, 137, 142]],\n", + "\n", + " [[104, 85, 70],\n", + " [111, 92, 77],\n", + " [ 99, 80, 65],\n", + " ...,\n", + " [ 72, 74, 82],\n", + " [107, 109, 117],\n", + " [119, 121, 129]],\n", + "\n", + " [[100, 81, 66],\n", + " [100, 81, 66],\n", + " [ 97, 78, 63],\n", + " ...,\n", + " [115, 116, 126],\n", + " [110, 111, 121],\n", + " [143, 144, 154]]]], dtype=uint8)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['CP', 'UP', 'UP', ..., 'UP', 'UP', 'UP'], dtype='" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#plotting few samples from the dataset\n", + "\n", + "plt.subplot(221)\n", + "plt.imshow(x_train[22], cmap=plt.get_cmap('gray'))\n", + "\n", + "plt.subplot(222)\n", + "plt.imshow(x_train[55], cmap=plt.get_cmap('gray'))\n", + "\n", + "plt.subplot(223)\n", + "plt.imshow(x_train[88], cmap=plt.get_cmap('gray'))\n", + "\n", + "plt.subplot(224)\n", + "plt.imshow(x_train[99], cmap=plt.get_cmap('gray'))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Now the model is being compiled\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Pingo9o1\\AppData\\Roaming\\Python\\Python37\\site-packages\\keras\\optimizer_v2\\optimizer_v2.py:356: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.\n", + " \"The `lr` argument is deprecated, use `learning_rate` instead.\")\n" + ] + } + ], + "source": [ + "#Data augmentation objects with geometrical manipulations...\n", + "\n", + "validationdatagenerator = ImageDataGenerator()\n", + "traindatagenerator = ImageDataGenerator(width_shift_range=0.1,height_shift_range=0.1,rotation_range=10,\n", + " zoom_range=0.15, horizontal_flip=False, fill_mode='nearest',\n", + " vertical_flip=False,shear_range=0.15)\n", + "\n", + "\n", + "#Hyperprameters...\n", + "\n", + "batch_size = 16\n", + "\n", + "# number of epochs to train\n", + "num_epochs = 20\n", + "\n", + "#custom optimiser initliazed \n", + "opt= Adam(lr=0.0001)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "#Function for developing Deep-CNN model for SDNET dataset...\n", + "\n", + "\n", + "def build_emo(numchannels, imgrows , imgcolumns, numclasses):\n", + " \n", + " model=Sequential()\n", + " \n", + " inputShape=(imgrows, imgcolumns, numchannels) #for the CNN network\n", + " \n", + " if K.image_data_format()==\"channel_first\":\n", + " \n", + " inputShape=(imgrows, imgcolumns, numchannels) \n", + " \n", + " model.add(Conv2D(32, (3,3), kernel_regularizer=keras.regularizers.l1(0.001), padding=\"same\", input_shape=inputShape)) #input shape is specified (rows,colums, channels)\n", + " model.add(Activation(\"relu\"))\n", + " model.add(BatchNormalization(axis=-1))\n", + " model.add(MaxPooling2D(pool_size=(2,2))) \n", + " \n", + " model.add(Conv2D(64, (3,3), padding=\"same\"))\n", + " model.add(Activation(\"relu\"))\n", + " model.add(BatchNormalization(axis=-1))\n", + " \n", + " model.add(Conv2D(128, (3, 3), padding='same',kernel_regularizer=keras.regularizers.l1(0.001), activation='relu')) \n", + " model.add(BatchNormalization(axis=-1)) \n", + " model.add(MaxPooling2D())\n", + " \n", + " model.add(Conv2D(128, (3, 3),kernel_regularizer=keras.regularizers.l1(0.001), padding=\"same\"))\n", + " model.add(Activation(\"relu\"))\n", + " model.add(BatchNormalization(axis=-1))\n", + " model.add(MaxPooling2D(pool_size=(2, 2)))\n", + " model.add(Dropout(0.10))\n", + "\n", + " model.add(Flatten())\n", + " model.add(Dense(128))\n", + " model.add(Activation(\"relu\"))\n", + " model.add(BatchNormalization(axis=-1))\n", + " model.add(Dropout(0.2))\n", + " \n", + " model.add(Dense(activation='softmax', units=2)) \n", + " return model\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "#calling the model function...\n", + "\n", + "model=build_emo(numchannels=3, imgrows=64 , imgcolumns=64, numclasses=target_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 64, 64, 32) 896 \n", + "_________________________________________________________________\n", + "activation (Activation) (None, 64, 64, 32) 0 \n", + "_________________________________________________________________\n", + "batch_normalization (BatchNo (None, 64, 64, 32) 128 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 32, 32, 32) 0 \n", + "_________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, 32, 32, 64) 18496 \n", + "_________________________________________________________________\n", + "activation_1 (Activation) (None, 32, 32, 64) 0 \n", + "_________________________________________________________________\n", + "batch_normalization_1 (Batch (None, 32, 32, 64) 256 \n", + "_________________________________________________________________\n", + "conv2d_2 (Conv2D) (None, 32, 32, 128) 73856 \n", + "_________________________________________________________________\n", + "batch_normalization_2 (Batch (None, 32, 32, 128) 512 \n", + "_________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2 (None, 16, 16, 128) 0 \n", + "_________________________________________________________________\n", + "conv2d_3 (Conv2D) (None, 16, 16, 128) 147584 \n", + "_________________________________________________________________\n", + "activation_2 (Activation) (None, 16, 16, 128) 0 \n", + "_________________________________________________________________\n", + "batch_normalization_3 (Batch (None, 16, 16, 128) 512 \n", + "_________________________________________________________________\n", + "max_pooling2d_2 (MaxPooling2 (None, 8, 8, 128) 0 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 8, 8, 128) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 8192) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 128) 1048704 \n", + "_________________________________________________________________\n", + "activation_3 (Activation) (None, 128) 0 \n", + "_________________________________________________________________\n", + "batch_normalization_4 (Batch (None, 128) 512 \n", + "_________________________________________________________________\n", + "dropout_1 (Dropout) (None, 128) 0 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 2) 258 \n", + "=================================================================\n", + "Total params: 1,291,714\n", + "Trainable params: 1,290,754\n", + "Non-trainable params: 960\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "#Compiling the CNN model...\n", + "\n", + "model.compile(loss=\"binary_crossentropy\", optimizer = opt, metrics=[\"accuracy\"])\n", + "Print(\"Model succesfully compiled\")\n", + "\n", + "#printing model summary...\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "#calling the Data augmentation Object...\n", + "\n", + "train_generator=traindatagenerator.flow(x_train, y_train, batch_size=batch_size) \n", + "validation_generator=validationdatagenerator.flow(x_test, y_test, batch_size=batch_size)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Pingo9o1\\AppData\\Roaming\\Python\\Python37\\site-packages\\keras\\engine\\training.py:1972: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n", + " warnings.warn('`Model.fit_generator` is deprecated and '\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "1162/1162 [==============================] - 284s 241ms/step - loss: 5.4900 - accuracy: 0.7715 - val_loss: 4.1730 - val_accuracy: 0.8543\n", + "Epoch 2/20\n", + "1162/1162 [==============================] - 246s 211ms/step - loss: 2.6464 - accuracy: 0.8889 - val_loss: 1.7252 - val_accuracy: 0.8737\n", + "Epoch 3/20\n", + "1162/1162 [==============================] - 148s 127ms/step - loss: 1.0366 - accuracy: 0.8957 - val_loss: 0.7319 - val_accuracy: 0.8894\n", + "Epoch 4/20\n", + "1162/1162 [==============================] - 148s 128ms/step - loss: 0.5935 - accuracy: 0.8970 - val_loss: 0.6040 - val_accuracy: 0.8940\n", + "Epoch 5/20\n", + "1162/1162 [==============================] - 138s 118ms/step - loss: 0.5015 - accuracy: 0.8978 - val_loss: 0.5951 - val_accuracy: 0.8664\n", + "Epoch 6/20\n", + "1162/1162 [==============================] - 132s 114ms/step - loss: 0.4730 - accuracy: 0.9002 - val_loss: 0.6187 - val_accuracy: 0.8539\n", + "Epoch 7/20\n", + "1162/1162 [==============================] - 140s 121ms/step - loss: 0.4531 - accuracy: 0.9040 - val_loss: 0.4466 - val_accuracy: 0.8987\n", + "Epoch 8/20\n", + "1162/1162 [==============================] - 133s 115ms/step - loss: 0.4417 - accuracy: 0.9034 - val_loss: 0.4606 - val_accuracy: 0.9022\n", + "Epoch 9/20\n", + "1162/1162 [==============================] - 132s 114ms/step - loss: 0.4164 - accuracy: 0.9048 - val_loss: 0.4512 - val_accuracy: 0.9032\n", + "Epoch 10/20\n", + "1162/1162 [==============================] - 128s 110ms/step - loss: 0.3901 - accuracy: 0.9086 - val_loss: 0.4005 - val_accuracy: 0.9121\n", + "Epoch 11/20\n", + "1162/1162 [==============================] - 129s 111ms/step - loss: 0.4093 - accuracy: 0.9074 - val_loss: 0.5393 - val_accuracy: 0.8920\n", + "Epoch 12/20\n", + "1162/1162 [==============================] - 125s 108ms/step - loss: 0.4270 - accuracy: 0.9080 - val_loss: 0.5295 - val_accuracy: 0.9004\n", + "Epoch 13/20\n", + "1162/1162 [==============================] - 126s 109ms/step - loss: 0.3988 - accuracy: 0.9067 - val_loss: 0.4854 - val_accuracy: 0.8978\n", + "Epoch 14/20\n", + "1162/1162 [==============================] - 127s 109ms/step - loss: 0.3811 - accuracy: 0.9097 - val_loss: 0.4267 - val_accuracy: 0.9069\n", + "Epoch 15/20\n", + "1162/1162 [==============================] - 127s 109ms/step - loss: 0.3769 - accuracy: 0.9103 - val_loss: 0.4400 - val_accuracy: 0.8944\n", + "Epoch 16/20\n", + "1162/1162 [==============================] - 129s 111ms/step - loss: 0.3912 - accuracy: 0.9104 - val_loss: 0.3996 - val_accuracy: 0.9097\n", + "Epoch 17/20\n", + "1162/1162 [==============================] - 129s 111ms/step - loss: 0.3784 - accuracy: 0.9097 - val_loss: 0.4644 - val_accuracy: 0.9015\n", + "Epoch 18/20\n", + "1162/1162 [==============================] - 127s 109ms/step - loss: 0.3712 - accuracy: 0.9128 - val_loss: 0.3594 - val_accuracy: 0.9151\n", + "Epoch 19/20\n", + "1162/1162 [==============================] - 138s 119ms/step - loss: 0.3598 - accuracy: 0.9132 - val_loss: 0.3702 - val_accuracy: 0.9078\n", + "Epoch 20/20\n", + "1162/1162 [==============================] - 133s 114ms/step - loss: 0.3743 - accuracy: 0.9123 - val_loss: 0.3863 - val_accuracy: 0.9116\n" + ] + } + ], + "source": [ + "#fitting the CNN model to start the training...\n", + "\n", + "history1=model.fit_generator(train_generator, steps_per_epoch=int(len(x_train)/batch_size), epochs=num_epochs, \n", + " validation_data=validation_generator, validation_steps=int(len(x_test)/batch_size))\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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O+0XT8vD9F65TweHnuDyEsrSWs9o1km9b6t5f8H9ROeFkq6meEpFYYA0wHsgEFgCXqurKgDSvA++p6nMicipwjapeKSLdgYXASNxcZYuAEaq6q67rWdBoOWUVVXyxfgcfLNvOR6uy2FlURlJ8DKcc2pMJR/Tm1ME96ZTUxEbRilL4/nMXJNZ8ALs3ue29joRDTneNrn2Ht1gfd1/Wz4YXzoVxd7tv4aGWsxrKCqH30NA0PldWwKx7XEkh/Rg3x1aXvo0/T1Wl1z12Opz7GBx1WeOOL8yGx0+ExBSY/Gl4Bg9WlLmSTHJPGHFV6M/fBrSm6qlRwDpV3QAgIlOBc4CVAWkOB27yXs8G3vZenw58pKo7vWM/AiYAr0Qg36YeqsoPO4tZmpnH0s27+TZzN8u35LOnvJKUxDjGHdaTM47ozUmH9KRDQhM/yAuyXJ3zmg/cB255kfu2e9DJrtvkIadDl/RQ/ljhNfAU1xYw9yEYdhl07hOa81ZWwJwHXBsC6u7RAUe7D/p+o9zUFD6m4d5HQRZMuwY2feF6fp3+/5regygmFi54Cl6+2A0ATOzsv4quqhLeuNa1MVz5ZvhGm8cltPtxGM0R6aDRF9gc8D4TqD0OfylwAa4K6zygk4ik1nHsfl91RGQyMBmgf//+Icu42Ss7v4SlmXl8m7m75rl6srqEuBiOOKAzlxzTj7GH9GD0wT2aNjGdqqsiqC5NbF3stnfuC8MucaWJASdCQscQ/mQRdtr9bv3oWVPcQLPm2rXJdW/N/NqNJxg0HjYvcO+/ehzm/dOl69rfBY/0Y6DfMfWXRjZ96UoGJXlw/pP7dqdtqrhEuOQl14112jVw+TR/1VyfPgAb57qG6mC9tExERDpoBKt8rF0/9jvg3yJyNTAX2AJU+DwWVX0CeAJc9VRzMmsgv6ScZZl5LPFKEN9m5rEtz01xERsjDOqZwumH92ZYv64MTe/Cob07ER/bzC6Vqq7v/eavAHEfbqfe6QJFryPabo+j2rofBMffAJ//HY75mfsAb6pl0+A9r4AeWA8/5Dz3XFHqgvDmr10Q2TQPlk9z+4KVRlJ6ukDz4Z0uyFz5Zmg/qBNT4PLX4dkz3QDAn0yH9BF1p183y609cdQVcPTlocuHabRIB41MIHCayXRga2ACVd0KnA8gIinABaqaJyKZwMm1jv00nJltr0rKK8nbU87u4nLvuYzde8rJKy5n954y8vaUs7OojO+2FbBhx95eRwNSO3LMgO4MTe/CUf26MuSALk2vbqpP9koXME640fXMicTcRS3lxJthycuuN9XPPm78GIbSQnfskpfch/0FT0K3Afuni0t0AaHfqL3b8ra4ABKsNJKcBkU5cOiZcN5j9XenbaqO3eHKt9wXhJcugGs+CD7ALm8LvDkZeh4OE/8a+nyYRol0Q3gcriF8HK4EsQC4TFVXBKTpAexU1SoR+RNQqap3ew3hi4Dq/nWLcQ3hO+u6XrQ0hFdVKTuKStm2u2Sf+YN2FrkAUDsglJTvP6tqtdgYt6Rk1w7xHJSWwlH9ujA03ZUiunaM0EjY+Y/BB7fCb5aHZirr1m7pVDcR3jmPNu5b9NZvYNq1bjqMsb+Dk27dZzLERgssjWxd7Eoeo64P3WC8uuzcCE9PcCXIn850AwWrVZa70kjWCtfw3WNQePNigFbUEK6qFSJyAzAT1+X2aVVdISL3AQtVdTquNPFnEVFc9dQvvWN3isj9uEADcF99AaO9qCsgbM0rYXuem6k0K7+EilrTlCbExtA9OYGuHd2awgemdmRYR/fB36VDfM32rh32puna0S192eKLBG2c66puoiFgABx5sRsjMGsKHPbjhif3q6pyvZg+vs9VI139XmgGIAYrjURC9wxX4njmDNej7JoP9jbWz5riSp0XPm0Bo5WwEeGt0NLNu3n447Ws3l4QPCDExdDHW7TngFoL7FSvj9BmV4irrIAHM+CI8908RtEicxE8darrCTb+vrrTFWTB2z93ay4MPgvO/lfz5sNqTTYvgOfPdl8Yrn7Pjcd49XLXY+vMv7V07qJKqylpmPplF5Tw4AermbYokx4piZw4qIe3ME4SvdtDQPBj21IozYeMRgwaaw/SR7geT18+CsOvgtSB+6dZ8yG8/Qs3T9JZ/4AR17SfTgHgOgJMeglevgReON/N+3TAcDj9Ty2dMxPAgkYrUFpRyTNffM+/Pl5LeaXy85MG8stTBjZ98FtpgettknFS2/sWuvFT95wxtkWz0SLG3Q0r34GZd8BlU/duryh11TTzH4WeQ1xVTV0zsrZ1A091vb9ev8qNw7jo2YiuWGcaZkGjBakqs1Zl88f/rmRTbjHjD+/FHRMPY0CP5KaczDVgfvM8LH/LDX47+go3939bsnGu61bbnntM1aVTbzeobNY9Lugf/CM3snvatZC1zDVKj7+vbU070hSHn+0mc+zQdd9GcdMqWNBoIWuyCrj/vZV8tnYHg3qm8MK1ozhxUFrDB9ZWtMP1vln8POxYDfHJrj2gONf13R9/f9spbZSXuLmjRv60pXPSco77BSx+Dj64DY77AT643Q1gvPRVOHRCS+cuchozp5WJKAsaEba7uIz/nbWWF+ZvIjkhlik/PpzLjzuwcQPiqirdVBrfPO/WA6gqd90jz/6XG8yV2Mkt+LN6hpscbvSvwvcDhVLmAqgoib72jEBxiW6ajlcmucF6B53s1qAI1TQjxjSTBY0Iqais4pWvf+Chj9aQv6ecy489kJvGH0L3xszuuvsH+OYlFwjyM6FDd7e05vAr91/Qp/cRcOBo15Xz+F+27sn7qm2cAxILB57Q0jlpWYdMgDG/dVV0x/4i/OMkjGkECxoRMG/dDu59dyWrswo4/qBU7jn7cAb3bqAvfrWKUrfuwjcvuNIFuMnuTv8jHDqx/kbCUde5eYPWftQ2qjY2znXTWTQ0TqG9E4Ef3dPSuTAmKAsaYfRDbjF/mrGSmSuy6Ne9A49fMYLTh/Ty1102Z41bFnTpK7BnJ3ROh5P+4EYMd/U5EePgs6BTH/j6idYfNEoLYMsiN07BGNNqWdAIk0dmr+Phj9cSFyPccvqhXDsmg6R4n1VEmYvgmQmuR9TgiTD8J24VucZWMcXGu0bl2X+CHeugx8GN/0EiZdOXUFURnV1tjWlDLGiEQU5BKX+duZpTDk3jz+cPpXeXRnSRLMlz00Wn9IJrP2p+A+jwq2DOg65t44wHGk7fUjbOgdhE6Fd7pnxjTGtiLWxhkJXvpg6fNKp/4wKGKkz/FeRlugFOoegx06kXDDnXzYJaWtj884XLxjluzqP4Di2dE2NMPSxohEF2gQsaPTs1ciTromdg5dsw7i7oH8Jv3KMmu6k5vn01dOcMpeKdsH2Z9c03pg2woBEG2fmlAPTs3IhSxvblbkDXwHFwQogbg9OPgT7D4OsnXWmmtdk41z1H8/gMY9oICxphkOUFjbQUnyWNsiLXjpHUBc77T+j75Yu40kbOKvj+89CeOxQ2zoWEFNfd1hjTqlnQCIPsghK6JyeQEOfz9s64BXashfOfgJQmTCXixxEXQIdusODJ8Jy/OTbOdQMR61qn2hjTaljQCIOs/FL/7RlLX3WN1GNvcVNGhEt8Bzj6Slj1nls+s7XI3wq5a62rrTFthAWNMMgpKPHXnrFjnZtfqP8JbuBeuB1zLWiVa3BvLarbM6wR3Jg2wYJGGGQX+ChplJe4KT7iEuGCp5q3trNf3Qa4eY0WPeumJ2kNNsyBjqlunQhjTKsX8aAhIhNEZLWIrBORW4Ps7y8is0XkGxH5VkQmetvjReQ5EVkmIqtE5LZI592Pqiolp6CUXp0bCBof3unWSDj3MejSNzKZAzcfVVGOW+ynpam6ksaAE21SPmPaiIj+p4pILPAIcAZwOHCpiBxeK9mdwGuqejQwCXjU234RkKiqRwIjgOtFZEAk8t0YO4vLqKhSenaqp3pq5XTXIH38DZGfE+qgUyD1YDcfVUvbucHN1mvtGca0GZH+ejcKWKeqG1S1DJgKnFMrjQLV05x2AbYGbE8WkTigA1AG5Ic/y41TM0ajruqpXZtg+g1u7eNxLTCTaUwMHHOdW7tiy+LIXz/Qxjnu2cZnGNNmRDpo9AU2B7zP9LYFmgJcISKZwAzgRm/7NKAI2Ab8APxNVXeGNbdNkFU9GjxYQ3hlObxxrauWufBpiGvEWhqhdNSlboW/BU+1zPWrbZwLnftC6sCWzYcxxrdIB41gc4LXHqJ8KfCsqqYDE4EXRCQGV0qpBA4AMoCbReSg/S4gMllEForIwpycnNDm3oec+koan9zvvuH/+GHonhHhnAVI6gLDJrnlYItyWyYPVVUuaGSMdYMPjTFtQqSDRibQL+B9Onurn6pdC7wGoKpfAklAD+Ay4ANVLVfVbOALYGTtC6jqE6o6UlVHpqWFaaBcParnnUqrHTTWzoIvHoYR17g1vFvaqOugstQtGdsSsle6dcytasqYNiXSQWMBMEhEMkQkAdfQPb1Wmh+AcQAichguaOR4208VJxk4DvguYjn3KSu/lK4d4/ddOyN/G7x1vetWOuHPLZe5QD0Pc72WFvyfW3M80mraM6wR3Ji2JKJBQ1UrgBuAmcAqXC+pFSJyn4ic7SW7GbhORJYCrwBXq6riel2lAMtxwecZVf02kvn3I7ugZN+qqapKePM6KC+Gi55pXVN/j5oMeZthzQeRv/bGua4XVyS7Gxtjmi3iizCp6gxcA3fgtrsDXq8ERgc5rhDX7bZVc1OIBDSCz/0bfP8ZnPMopB3achkL5tCJriH66ydg8JmRu25lBXz/BQxt9b9OY0wtNqIqxHIKSulZPbDv+89hzgMw9BI46rKWzVgwsXFuOdgNn7o1ySNl6zdQVmBVU8a0QRY0QkhVveqpJCjaAW/8DLplwJkPtd4eQsOvgtiEyHa/rW7PGGBBw5i2xoJGCO0qLqe8UunVKQHe/h+3It1Fz0Jip5bOWt1S0mDI+bDkZSgtiMw1N86BXkdCcmpkrmeMCRkLGiFU3d32qLxZsHYmjL8P+gxt4Vz5MGqyqy5aOjX81yovgR++slltjWmjLGiEUHZ+KSkUM2T5g26akFHXtXSW/Ekf4fIbieVgN3/lxodYe4YxbZIFjRDKyi/hN3FvEL9nB5z5N4iJbfig1mLUZNixeu/6FuGycS5ILBx4QnivY4wJCwsaIVSxfQVXx86k8uifQN8RLZ2dxhlynlvXItyz326c4+5Na27nMcbUyYJGqKhy/Hd/plA6Ejd+SkvnpvHik1xPqtUzYPfmhtM3RUm+m1nX2jOMabMsaITKsmkMKFzCM0k/gY7dWzo3TTPyp+554dPhOf+meaCV1p5hTBtmQSMUSvLhwztYFzeIhd3PauncNF3Xfm6U+OLnXC+nUNs4F+KSIH1U6M9tjIkICxqhMOcvUJjNA7HXkda5Y0vnpnlGTXazz654K/Tn3jgX+h3rqsKMMW2Sr6Ah0lqHM7cCWSth/mPo8J8wt6g/vYItvtSWZIyFHoeGvkG8aIdbE92qpoxp0/yWNDaJyF0ickBYc9PWqMKMWyCpMwUn3E5ZRdX+62i0NSJufMnWxZC5MHTn/f4z93zQyaE7pzEm4vwGjU+AW4HvReRNETktjHlqO5ZNg02fw7i72V6ZDND2SxrgVvXr0A3enAyFIVr9cMMcSOwMfY4KzfmMMS3CV9BQ1atxy6z+DjgE+EBE1ovIH0SkZxjz13qV5MOHd8IBR8Pwq8iub5nXtiaxE1z6KhRsgxfPg5K85p9z41w4cLSbWdcY02b5bghX1TxV/aeqHgGcBMwDpgA/iMhUETk5PFlspeb8BQqzYOJDEBNbM+9Uz/ZQ0gDofyxc8gJkfwcvXwJlxU0/V14m7Fxv7RnGtANN7T31BfAWsARIAM4CPhaRr70lWts3r/Gb4T9x8zbhFl+CdlLSqHbwj+CCJ+GH+fDaT6CirGnnqZ6axIKGMW1eo4KGiPQTkfuAzcBrwG7gHKAzMAHoADwX6ky2KgGN34y7p2ZzdkEJKYlxJCe2s+qXIefBj/8X1n0Eb/+8aeuJb5wLHXtAz8NDnz9jTET5+oQTkR8D1wOnA3nAM8BjqrohINlHIvJb4L8hz2VrspPv8/AAACAASURBVPwN1/h91j/2WQ8iu6C0fZUyAo24Gvbshln3QFIXOPPv/heVUnWN4BknQowNCzKmrfP7X/wOkAb8DOirqrfUChjV1gMv1XciEZkgIqtFZJ2I3Bpkf38RmS0i34jItyIyMWDfUBH5UkRWiMgyEYlsA0JJPsy8o6bxO1B2fsneZV7bozG/gTE3uSlGPrnf/3G566FgK2TYfFPGtAd+61JGqurihhJ5geSauvaLSCzwCDAeyAQWiMh0VV0ZkOxO4DVVfUxEDgdmAANEJA54EbhSVZeKSCpQ7jP/oVHd+D3p5f2mPc8uKGVYeteIZifixt0De3bBZw9BUlcY/auGj9n4qXu29gxj2gW/JY3NInJIsB0icoiI9PB5nlHAOlXdoKplwFRcm0ggxbWRAHQBtnqvTwO+VdWlAKqaq6pNqGBvouxV+zV+V1NVsvJL2m/1VDURVzU15Dz46C5Y/HzDx2ycC136QfeDwp8/Y0zY+Q0ajwI317HvJm+/H31xjejVMr1tgaYAV4hIJq6UcaO3/RBARWSmiCwWkd8Hu4CITBaRhSKyMCcnRAPT6mj8rlZQWkFJeVX7GNjXkJhYOO8J17Pq3V/DirfrTltVBRs/c6UMm4nGmHbBb9AYA8ysY9+HwGif5wn2yVF7fdFLgWdVNR2YCLwgIjG4qrQxwOXe83kiMm6/k6k+oaojVXVkWlqaz2w1YPkbbhqMcXfv0/hdrWZgX3tu0wgUlwAXP+9mq33jZ7D+k+DpspbDnp1WNWVMO+I3aHTD9ZoKJh/Y/5M0uEygX8D7dPZWP1W7FtedF1X9EkgCenjHzlHVHapajCuFDPd53aYrLXCN332O2q/xu1p2vjewr1MUlDSqJSTDZa9C2mCYejls/nr/NDY+w5h2x2/QyASOrWPfscA2n+dZAAwSkQwRSQAmAdNrpfkBGAfgDRRMAnJwJZ2hItLRaxQ/CVhJuH36gGv8PvPvda75nV0QZSWNah26wpVvQqfe8NKFsH35vvs3zoHUQdDZ5rk0pr3wGzSmAbeLyJmBG733t+KVDBqiqhXADbgAsArXS2qFiNwnImd7yW4GrhORpcArwNXq7AL+jgs8S4DFqhreMSHZq+Crx2H4lfs1fu+TrHoKkfbeEB5MSk+48m2I7wgvng87vZ7YleVupT5b2tWYdsVvl9v7gLHAdBHZDmzBNWD3BuYD9/q9oKrOwFUtBW67O+D1SupoI1HVF3HdbsOvuvE7IQXGTak3aVZ+KR0TYklpb6PB/ep2oAscz5wBz58LP50Ju3+AskKrmjKmnfE7y20xrjroOmAubvqQObj2h5O8/e1LA43fgapHg0f1WlU9B8MV09yqfy+cCyvfBgQGnNjSOTPGhJDvr8aqWg487T3at8DG7xFXN5jcjdGIokbwuvQdAZe+Ai9eCDmPQu+h0LF7S+fKGBNCNhlQMKWF0GconPlQnY3fgXIKSqOvEbwuGWPhomdAYmHQ+JbOjTEmxHyXNETkdODnwKG4Hk2BVFUHhjJjLapzH7j8dd/Js/NLOOXQ6FyLKqjBZ8KvvoFOfVo6J8aYEPNV0vAmDZwBdAQGA9/husb2A6pw7RxRqbC0gqKySitp1NbtQDcI0BjTrvitnroLN9Fg9Yyzd6rqycAQIBZ4P/RZaxuqB/b1sqBhjIkCfoPGYOBdXKlC8aq1VHUNbq6ou8KRubagZmCfNYQbY6KA36BRBVSoquJGZ/cP2LcVaD/tGY2UZSUNY0wU8Rs0VgMDvNcLgd+ISB8RScON4P4+9FlrG3K8kkaalTSMMVHAb++pl4DDvNf3ALNw81EBVAKXhThfbUZ2QSmJcTF0TorS0eDGmKji65NOVR8JeL1IRI4EJuB6U82qtfJeVMnKL6FX56ToHg1ujIkaDQYNbzbaXwAfq+pyAFXNBJ4Kc97ahOz80uicqNAYE5UabNPwlmV9ALD5IILIKiixMRrGmKjhtyF8FWCLPAeRk19q3W2NMVHDb9C4G7jLa8swnuKyCgpKK6ykYYyJGn67/PwBSAG+EZHvcSv1Ba7traoadavt1KwNbiUNY0yU8Bs0KonE0qptTPVocBvYZ4yJFn673J4c5ny0SXuXebWShjEmOkR8PQ0RmSAiq0VknYjcGmR/fxGZLSLfiMi33gy7tfcXisjvIpfr4LLyraRhjIkuvkoaItLgQs+q2uD06CISi5stdzxuRPkCEZlea3DgncBrqvqYiByOm5J9QMD+f9BKZtXNLighIS6GLh3iWzorxhgTEX7bND5l34bvYBpe4g5GAetUdQOAiEwFzmHf9hIFOnuvu+AmRMRLfy6wASjyleswy8kvJS0lytcGN8ZEFb9B45Qg21KBs4CTgBt8nqcvsDngfSZwbK00U4APReRGIBn4EYCIJON6cY0HWrxqCtzAPquaMsZEE78N4XPq2PWmiPwD+DH+qoyCfSWvXYK5FHhWVR8SkeOBF0TkCOBe4B+qWljfN3sRmQxMBujfv3+d6UIhO7+UgWkpYb2GMca0JqFoCP8vcLHPtJm4JWKrpRNQ/eS5FngNQFW/xK1H3gNXInnQGyfyG+B2EdmvhKOqT6jqSFUdmZaW1pifo9Gy8m0KEWNMdAnFfN6H4hZp8mMBMEhEMoAtwCT2n1b9B2Ac8KyIHIYLGjmqemJ1AhGZAhSq6r+bmfcmKymvJL+kgl6drbutMSZ6+O099ZMgmxOAI3Algzf9nEdVK7zSwUxcw/nTqrpCRO4DFqrqdNyiTk+KyE24qqurvRUDW5W9iy9ZScMYEz38ljSerWN7KfAq8Gu/F1TVGbhutIHb7g54vRIY3cA5pvi9XrhUL/Nq06IbY6KJ36CREWRbiapmhTIzbcneKUSsesoYEz389p7aFO6MtDXZVtIwxkQhX72nROSsYD2VvH2/rD3VRzTIKiglPlbo1jGhpbNijDER47fL7V24gXbBdPD2R5VsbzR4TIyNBjfGRA+/QWMwsLiOfUuAw0KTnbYju6CENGvPMMZEGb9BIwa3CFMwnYCom7EvO7+UXtaeYYyJMn6DxlLg8jr2XQ58G5rstB3ZBTYa3BgTffx2uX0IeENEXgeexE0H0hc3x9N5wEXhyV7rVFpRya7iclt8yRgTdfx2uX1LRH4N/Ak439ssQCHwK1X1NSK8vcixZV6NMVHK99xTqvovEXkWOAE3LfoOYJ6qFoYpb61W9cA+K2kYY6JNoyYsVNUC3LxRUa16YJ/NO2WMiTZ+B/f9QUT+Vce+f4rILaHNVutmU4gYY6KV395T11B3D6kl3v6okZ1fSmyMkJpso8GNMdHFb9DoD6ytY98G4MDQZKdtyMovsdHgxpio5DdoFOO62AaTjpsiPWpkF5TaGA1jTFTyGzQ+A24RkX0+Kb33N3v7o0Z2QanNbmuMiUp+e09NAeYBa0TkRdxSrX2BK3Ddb68OR+Zaq+z8Eo7u37Wls2GMMRHnd3DfUhE5Bfgb8AdcCaUK+By4QFWXhi+LrUt5ZRW5RWVW0jDGRCW/1VOo6teqOhY3QWE60ElVTwaSReTpMOWv1cmxgX3GmCjmO2hUU9U9QEfgNhHZCMwGLvZ7vIhMEJHVIrJORG4Nsr+/iMwWkW9E5NvqBZ5EZLyILBKRZd7zqY3Neyhk2xQixpgo5ntEuIh0AS4BfgIc721eCjwAvOLzHLHAI8B43KSHC0RkuqquDEh2J/Caqj4mIocDM4ABuGlLfqyqW0XkCNzI9Lp6dIXN3mVeraRhjIk+9ZY0RCRGRCaKyFRgG/A47gP8ES/Jb1T1P6qa7/N6o4B1qrpBVcuAqcA5tdIo0Nl73QXYCqCq36jqVm/7CiCpdm+uSMiqrp6ykoYxJgrVWdIQkb/h1sroCZQAbwHPAbNwH+pB1wxvQF9gc8D7TODYWmmmAB+KyI24JWZ/FOQ8FwDfqOp+40NEZDJuynb69+/fhCzWLye/hBjBRoMbY6JSfSWN3+ICxgygv6perqofqmoVrjTQFMGGUNc+16XAs6qaDkwEXhCRmnyKyBDgL8D1wS6gqk+o6khVHZmWltbEbNYtu6CU1JRE4mIb3RxkjDFtXn2ffE8DBcCZwGoR+beIjGrm9TKBfgHv0/GqnwJcC7wGoKpfAklADwARSceVeH6iquubmZcmycovsUZwY0zUqjNoqOrPgN64AXyLgJ8DX4rIKtxYjaaUNhYAg0QkQ0QSgEnA9FppfgDGAYjIYbigkSMiXYH/Arep6hdNuHZIuNHg1ghujIlO9daxqGqJqr6sqqfjSgi3A5XArbiqpgdE5AoR8fUpqqoVuLaQmcAqXC+pFSJyn4ic7SW7GbhORJbiemVdrarqHXcwcJeILPEePRv9EzdTVr5NIWKMiV7iPo8beZDIMcBVuC64qUCeqnYLcd6abeTIkbpw4cKQna+isopBd77PjacO4rfjDwnZeY0xpjURkUWqOjLYvia15qrqAlW9ATgAuBCY04z8tRm5RWWoYiUNY0zUatRyr7Wpajnwpvdo97JqBvZZ0DDGRCfrN9oI2fm2zKsxJrpZ0GiEbBsNboyJchY0GiErvwQR6JFiQcMYE50saDRCdkEpqckJxNtocGNMlLJPv0bIKSghzQb2GWOimAWNRsjKL7UpRIwxUc2CRiNkF5RYd1tjTFSzoOFTZZWSY/NOGWOinAUNn3KLSqlSW+bVGBPdLGj4VD2wzxrCjTHRzIKGT9kF3hQiVtIwxkQxCxo+2RQixhhjQcO36ilE0mw0uDEmilnQ8Ckrv4RuHeNJiLNbZoyJXvYJ6FN2QalVTRljop4FDZ+yC0pJs4F9xpgoF/GgISITRGS1iKwTkVuD7O8vIrNF5BsR+VZEJgbsu807brWInB7JfGfnl1hJwxgT9Zq1cl9jiUgs8AgwHsgEFojIdFVdGZDsTuA1VX1MRA4HZgADvNeTgCG4ZWZnicghqloZ7nxX1YwGt5KGMSa6RbqkMQpYp6obVLUMmAqcUyuNAp29112Ard7rc4CpqlqqqhuBdd75wm5ncRkVVWpBwxgT9SIdNPoCmwPeZ3rbAk0BrhCRTFwp48ZGHBsWNkbDGGOcSAcNCbJNa72/FHhWVdOBicALIhLj81hEZLKILBSRhTk5Oc3OMNhocGOMqRbpoJEJ9At4n87e6qdq1wKvAajql0AS0MPnsajqE6o6UlVHpqWlhSTT1SUNm+HWGBPtIh00FgCDRCRDRBJwDdvTa6X5ARgHICKH4YJGjpdukogkikgGMAj4OhKZri5pWJdbY0y0i2jvKVWtEJEbgJlALPC0qq4QkfuAhao6HbgZeFJEbsJVP12tqgqsEJHXgJVABfDLSPScAjdGo0uHeJLiYyNxOWOMabUiGjQAVHUGroE7cNvdAa9XAqPrOPZPwJ/CmsEgsvJtxT5jjAEbEe6LTSFijDGOBQ0fsvNtYJ8xxoAFjQapeqPBraRhjDEWNBqyu7icssoqK2kYYwwWNBqUZQP7jDGmRsR7T7U1NoWIMa1feXk5mZmZlJSUtHRW2pSkpCTS09OJj4/3fYwFjQZUL/Nq1VPGtF6ZmZl06tSJAQMGIBJsxiFTm6qSm5tLZmYmGRkZvo+z6qkGZOV71VM2hYgxrVZJSQmpqakWMBpBREhNTW106cyCRgNyCkrplBRHhwQbDW5Ma2YBo/Gacs8saDQgu8BGgxtjTDULGg3Iyi+1qiljTL12797No48+2qRjJ06cyO7du0Oco/CxoNGA7IISell3W2NMPeoLGpWV9c+rOmPGDLp27RqObIWF9Z6qh6q6KUSsu60xbca9765g5db8kJ7z8AM6c8+Ph9S5/9Zbb2X9+vUcddRRjB8/njPPPJN7772XPn36sGTJElauXMm5557L5s2bKSkp4de//jWTJ08GYMCAASxcuJDCwkLOOOMMxowZw7x58+jbty/vvPMOHTp02Oda7777Ln/84x8pKysjNTWVl156iV69elFYWMiNN97IwoULERHuueceLrjgAj744ANuv/12Kisr6dGjBx9//HGz7oUFjXrk76mgtMJGgxtj6vfAAw+wfPlylixZAsCnn37K119/zfLly2u6sz799NN0796dPXv2cMwxx3DBBReQmpq6z3nWrl3LK6+8wpNPPsnFF1/MG2+8wRVXXLFPmjFjxjB//nxEhKeeeooHH3yQhx56iPvvv58uXbqwbNkyAHbt2kVOTg7XXXcdc+fOJSMjg507dzb7Z7WgUY+9y7xaScOYtqK+EkEkjRo1ap/xD//85z956623ANi8eTNr167dL2hkZGRw1FFHATBixAi+//77/c6bmZnJJZdcwrZt2ygrK6u5xqxZs5g6dWpNum7duvHuu+8yduzYmjTdu3dv9s9lbRr1yMq3gX3GmKZJTk6uef3pp58ya9YsvvzyS5YuXcrRRx8ddHxEYuLez5rY2FgqKir2S3PjjTdyww03sGzZMv7zn//UnEdV9+tCG2xbc1nQqEd1ScOmEDHG1KdTp04UFBTUuT8vL49u3brRsWNHvvvuO+bPn9/ka+Xl5dG3b18AnnvuuZrtp512Gv/+979r3u/atYvjjz+eOXPmsHHjRoCQVE9Z0KiHTSFijPEjNTWV0aNHc8QRR3DLLbfst3/ChAlUVFQwdOhQ7rrrLo477rgmX2vKlClcdNFFnHjiifTo0aNm+5133smuXbs44ogjGDZsGLNnzyYtLY0nnniC888/n2HDhnHJJZc0+brVxC2/3T6NHDlSFy5c2OTj7313Ba8t2MyK+yaEMFfGmFBbtWoVhx12WEtno00Kdu9EZJGqjgyWPuIlDRGZICKrRWSdiNwaZP8/RGSJ91gjIrsD9j0oIitEZJWI/FPCPG+ALfNqjDH7imjvKRGJBR4BxgOZwAIRma6qK6vTqOpNAelvBI72Xp8AjAaGers/B04CPg1XfnPyS0mzqiljjKkR6ZLGKGCdqm5Q1TJgKnBOPekvBV7xXiuQBCQAiUA8kBXGvJJVUGLdbY0xJkCkg0ZfYHPA+0xv235E5EAgA/gEQFW/BGYD27zHTFVdFeS4ySKyUEQW5uTkNDmj1aPBe1lJwxhjakQ6aARrg6irJX4SME1VKwFE5GDgMCAdF2hOFZGx+51M9QlVHamqI9PS0pqc0YLSCvaUV9oyr8YYEyDSQSMT6BfwPh3YWkfaSeytmgI4D5ivqoWqWgi8DzS931oDbJlXY4zZX6SDxgJgkIhkiEgCLjBMr51IRA4FugFfBmz+AThJROJEJB7XCL5f9VSoVA/ss4ZwY4zZK6JBQ1UrgBuAmbgP/NdUdYWI3CciZwckvRSYqvsOIpkGrAeWAUuBpar6brjyml0zhYiVNIwxoZWSktLSWWiyiE9YqKozgBm1tt1d6/2UIMdVAteHNXMB9k4hYiUNY9qU92+F7ctCe87eR8IZD4T2nG2UTSNSh+z8UjrEx5KSaBMBG2Pq94c//GGfRZimTJnCvffey7hx4xg+fDhHHnkk77zzjq9zFRYW1nnc888/z9ChQxk2bBhXXnklAFlZWZx33nkMGzaMYcOGMW/evND+cLWpart9jBgxQpvqhpcX69gHP2ny8caYyFm5cmWLXn/x4sU6duzYmveHHXaYbtq0SfPy8lRVNScnRwcOHKhVVVWqqpqcnFznucrLy4Met3z5cj3kkEM0JydHVVVzc3NVVfXiiy/Wf/zjH6qqWlFRobt3725U3oPdO2Ch1vG5al+j65CdX0Iva88wxvhw9NFHk52dzdatW8nJyaFbt2706dOHm266iblz5xITE8OWLVvIysqid+/e9Z5LVbn99tv3O+6TTz7hwgsvrJmksHptjE8++YTnn38ecNOpd+nSJaw/qwWNOuQUlHLYAZ1bOhvGmDbiwgsvZNq0aWzfvp1Jkybx0ksvkZOTw6JFi4iPj2fAgAFB19Cora7jNAxrYzSFtWnUISu/xKZEN8b4NmnSJKZOncq0adO48MILycvLo2fPnsTHxzN79mw2bdrk6zx1HTdu3Dhee+01cnNzgb1rY4wbN47HHnsMgMrKSvLzQ7s+em0WNIIoLK2gqKzSBvYZY3wbMmQIBQUF9O3blz59+nD55ZezcOFCRo4cyUsvvcTgwYN9naeu44YMGcIdd9zBSSedxLBhw/jtb38LwMMPP8zs2bM58sgjGTFiBCtWrAjbzwi2nkZQO4vKuGf6Ci4akc7YQ5o+FYkxJjJsPY2ma+x6GtamEUT35AT+denRLZ0NY4xpdSxoGGNMC1i2bFnNWItqiYmJfPXVVy2UI38saBhj2oXW0rvIryOPPJIlS5a0aB6a0jxhDeHGmDYvKSmJ3NzcJn0IRitVJTc3l6SkxnX4sZKGMabNS09PJzMzk+YsvBaNkpKSSE9Pb9QxFjSMMW1efHw8GRkZLZ2NqGDVU8YYY3yzoGGMMcY3CxrGGGN8a9cjwkUkB/A34UtwPYAdIcpOOFj+msfy1zyWv+Zpzfk7UFWDTofRroNGc4nIwrqG0rcGlr/msfw1j+WveVp7/upi1VPGGGN8s6BhjDHGNwsa9XuipTPQAMtf81j+msfy1zytPX9BWZuGMcYY36ykYYwxxjcLGsYYY3yL+qAhIhNEZLWIrBORW4PsTxSRV739X4nIgAjmrZ+IzBaRVSKyQkR+HSTNySKSJyJLvMfdkcpfQB6+F5Fl3vX3WypRnH969/BbERkewbwdGnBvlohIvoj8plaaiN5DEXlaRLJFZHnAtu4i8pGIrPWeu9Vx7FVemrUiclUE8/dXEfnO+/29JSJd6zi23r+FMOZviohsCfgdTqzj2Hr/38OYv1cD8va9iASdEz0S96/ZVDVqH0AssB44CEgAlgKH10rzP8Dj3utJwKsRzF8fYLj3uhOwJkj+Tgbea+H7+D3Qo579E4H3AQGOA75qwd/3dtzApRa7h8BYYDiwPGDbg8Ct3utbgb8EOa47sMF77ua97hah/J0GxHmv/xIsf37+FsKYvynA73z8/uv9fw9X/mrtfwi4u6XuX3Mf0V7SGAWsU9UNqloGTAXOqZXmHOA57/U0YJxEaKUXVd2mqou91wXAKqBvJK4dYucAz6szH+gqIn1aIB/jgPWq2pxZAppNVecCO2ttDvw7ew44N8ihpwMfqepOVd0FfARMiET+VPVDVa3w3s4HGjefdgjVcf/88PP/3mz15c/77LgYeCXU142UaA8afYHNAe8z2f9DuSaN90+TB6RGJHcBvGqxo4Fga0EeLyJLReR9ERkS0Yw5CnwoIotEZHKQ/X7ucyRMou5/1pa+h71UdRu4LwtAzyBpWst9/Cmu5BhMQ38L4XSDV332dB3Ve63h/p0IZKnq2jr2t+T98yXag0awEkPtPsh+0oSViKQAbwC/UdX8WrsX46pbhgH/At6OZN48o1V1OHAG8EsRGVtrf2u4hwnA2cDrQXa3hnvoR2u4j3cAFcBLdSRp6G8hXB4DBgJHAdtwVUC1tfj9Ay6l/lJGS90/36I9aGQC/QLepwNb60ojInFAF5pWNG4SEYnHBYyXVPXN2vtVNV9VC73XM4B4EekRqfx5193qPWcDb+GqAQL5uc/hdgawWFWzau9oDfcQyKqusvOes4OkadH76DW8nwVcrl4FfG0+/hbCQlWzVLVSVauAJ+u4bkvfvzjgfODVutK01P1rjGgPGguAQSKS4X0TnQRMr5VmOlDdS+VC4JO6/mFCzav//D9glar+vY40vavbWERkFO53mhuJ/HnXTBaRTtWvcQ2my2slmw78xOtFdRyQV10VE0F1fsNr6XvoCfw7uwp4J0iamcBpItLNq345zdsWdiIyAfgDcLaqFteRxs/fQrjyF9hGdl4d1/Xz/x5OPwK+U9XMYDtb8v41Sku3xLf0A9ezZw2uV8Ud3rb7cP8cAEm4Ko11wNfAQRHM2xhc8flbYIn3mAj8HPi5l+YGYAWuJ8h84IQI37+DvGsv9fJRfQ8D8yjAI949XgaMjHAeO+KCQJeAbS12D3HBaxtQjvv2ey2unexjYK333N1LOxJ4KuDYn3p/i+uAayKYv3W49oDqv8PqHoUHADPq+1uIUP5e8P62vsUFgj618+e93+//PRL587Y/W/03F5A24vevuQ+bRsQYY4xv0V49ZYwxphEsaBhjjPHNgoYxxhjfLGgYY4zxzYKGMcYY3yxoGBNARK4WEa3jsbsF8/WsiATt329MJMW1dAaMaaUuwvWxD1QRLKEx0cSChjHBLVHVdS2dCWNaG6ueMqaRAqqwxorI2yJSKCK5IvKIiHSolbaPiDwvIjtEpNSbhfWKIOfMEJEXRGS7l26DiDwcJN3RIvKZiBSLW4jp57X29xaR50Rkq3eebSLynogEmzXXmEazkoYxwcV6E8wFqlI3IV61F4HXgEdxE8vdDSQDV0PN/EFzcAsm3Y6bhuMK4AUR6aiqT3jpMnBT1BQD9+CmEumHm3soUGfgZeB/cVPdXAM8JiKrVXW2l+YF4EDgFu96vXDriHRs6o0wZh8tPY+JPezRmh64D3yt4/FerTSP1zr2DqASOMR7f4OX7uRa6WbhZrGN9d4/DxQCB9STr2e9c50SsC0R2AE8EbCtEPhVS99He7Tfh5U0jAnuPPZvCK/de+q1Wu+nAn/ElTrW4Jb93KKqn9ZK9yLwDHA4bpK903ABqaFpuot1b4kCVS0VkbVA/4A0C4BbvFl7P8EtOWoTzJmQsaBhTHDLteGG8Nprc1S/r14NrjtuttPatgfsBzfDrZ/utLuCbCvFzcRc7RJcFdfvcdVY20TkceCPum/VmjFNYg3hxjRdrzreb/GedwK9gxxXva16zY4dhGjZUVXNVtVfqmpfYDCuWute4PpQnN8YCxrGNN3Ftd5PAqpwjdrgGsHTRWR0rXSX4do0VnnvPwTOqrWQULOp6mpVvR1XQjkilOc20cuqp4wJ7qg6lnxdGPB6ooj8FfehPwpXLfS8qq7x9j8LfVWqzgAAANtJREFU/Bp401tbOxO4HBgPXK+qlV66e4AzgXki8v9wCx71BSao6n7dc+siIl1wjewvAd/hFgE6B9d760O/5zGmPhY0jAnu9Tq2pwW8vgK4GfgFUIZbm/p31TtVtUhETgIeBB4AOgGrgStV9cWAdN+LyLG4RvQ/e+m2EHzJ1/qUAIuB63Ddbqu8612uqo09lzFB2cp9xjSSiFyN6/00yEdjuTHtirVpGGOM8c2ChjHGGN+sesoYY4xvVtIwxhjjmwUNY4wxvlnQMMYY45sFDWOMMb5Z0DDGGOPb/weUh7qcMyaXLwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plots of accuracy and Loss curves...\n", + "\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(history1.history['loss'], label = 'train loss')\n", + "plt.ylabel('Loss', fontsize=16)\n", + "plt.xlabel('Epochs', fontsize=16)\n", + "plt.plot(history1.history['val_loss'], label='val_loss')\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "plt.plot(history1.history['accuracy'], label = 'train acc')\n", + "plt.ylabel('Accuracy', fontsize=16)\n", + "plt.xlabel('Epochs', fontsize=16)\n", + "plt.plot(history1.history['val_accuracy'], label='val_acc')\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "training Loss: 0.3921999931335449\n", + "training accuracy : 0.9121712446212769\n", + "test Loss : 0.387251079082489\n", + "test accuracy : 0.911378800868988\n" + ] + } + ], + "source": [ + "#Evaluating train and test accuracy...\n", + "\n", + "scoreTrain=model.evaluate(x_train,y_train,verbose=0)\n", + "print(\"training Loss: \" ,scoreTrain[0])\n", + "print(\"training accuracy :\", scoreTrain[1])\n", + "\n", + "scores = model.evaluate(x_test, y_test , verbose=0)\n", + "print('test Loss :' ,scores[0]) \n", + "print('test accuracy : ' , scores[1])\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "#Confusion Matrix analysis...\n", + "\n", + "\n", + "from sklearn.metrics import confusion_matrix \n", + "import sklearn.metrics as metrics\n", + "import seaborn as sns\n", + "\n", + "y_pred=model.predict(x_test)\n", + "\n", + "ypred_class = np.argmax(y_pred, axis=1)\n", + "matrix = confusion_matrix(y_test.argmax(axis=1), ypred_class)\n", + "#print(matrix)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot of confusion matrix in the form of a Heatmap...\n", + "\n", + "sns.heatmap(matrix, annot=True, fmt='d', \n", + " cbar=False, xticklabels=target_name, yticklabels=target_name)\n", + "\n", + "#analysis\n", + "\n", + "\"\"\"\n", + "From the above confusion matrix, it can be observed that the number of False negatives are few as compared to true positives, which is a \n", + "good preliminary sign\n", + "\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Classification Report\n", + "\n", + " precision recall f1-score support\n", + "\n", + " Cracked 0.84 0.26 0.40 522\n", + " Uncracked 0.91 0.99 0.95 4127\n", + "\n", + " accuracy 0.91 4649\n", + " macro avg 0.88 0.63 0.67 4649\n", + "weighted avg 0.91 0.91 0.89 4649\n", + "\n" + ] + } + ], + "source": [ + "#printing the detailed classification report...\n", + "\n", + "from sklearn.metrics import classification_report\n", + "print('\\nClassification Report\\n')\n", + "print(classification_report(y_test.argmax(axis=1), ypred_class, target_names=target_name))\n", + "\n", + "\n", + "#analysis:\n", + "\n", + "\"\"\"\n", + "The model is highly precise for cracked and uncracked images, however, the sensitivity (recall) suffered in case of cracked images\n", + "which can be due to the fact that the images for cracked label (even after augmentation) were not sufficient for deep learning model\n", + "therefore the true positive rate is less\n", + "\"\"\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "#saving the final classification model weigths...\n", + "\n", + "model.save('crack_detection.h5') " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/deep_CNN/solution/README.md b/deep_CNN/solution/README.md new file mode 100644 index 00000000..50024878 --- /dev/null +++ b/deep_CNN/solution/README.md @@ -0,0 +1,9 @@ +## Description +In this section, you will find the .ipynb file containing a Deep Convolutional Neural network model which can be opened in Jupyter notebooks. +The proposed model achieved a training accuracy of 91.21% and Testing accuracy of 91.13%. Confusion Matrix analysis is also present in the Notebook. + +##Requirements +1. Tensorflow +2. Keras +3. OpenCV +5. Scikit-learn \ No newline at end of file diff --git a/deep_CNN/solution/crack_detection.h5 b/deep_CNN/solution/crack_detection.h5 new file mode 100644 index 00000000..0d3632e1 Binary files /dev/null and b/deep_CNN/solution/crack_detection.h5 differ