{"cells":[{"cell_type":"markdown","metadata":{"id":"0yYBm4b55ZBm"},"source":["## Load Data"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":32292,"status":"ok","timestamp":1673089492816,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"s26DWJCk5vq8","outputId":"584f88c0-e24b-4847-ff1a-4a7ff262992c"},"outputs":[],"source":["# importing required modules\n","from zipfile import ZipFile\n"," \n","# specifying the zip file name\n","file_name = \"/content/face-expression-recognition-dataset.zip\"\n"," \n","# opening the zip file in READ mode\n","with ZipFile(file_name, 'r') as zip:\n"," # printing all the contents of the zip file\n"," zip.printdir()\n"," \n"," # extracting all the files\n"," print('Extracting all the files now...')\n"," zip.extractall()\n"," print('Done!')"]},{"cell_type":"code","execution_count":65,"metadata":{"executionInfo":{"elapsed":200,"status":"ok","timestamp":1673097954289,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"j23l4luA5blT"},"outputs":[],"source":["import numpy as np # linear algebra\n","import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","import os\n","import matplotlib.pyplot as plt"]},{"cell_type":"code","execution_count":68,"metadata":{"executionInfo":{"elapsed":308,"status":"ok","timestamp":1673098013758,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"v35PuWG57DUd"},"outputs":[],"source":["from tensorflow.keras.utils import load_img, img_to_array\n","from keras.preprocessing.image import ImageDataGenerator\n","from keras.layers import Dense, Input, Dropout, GlobalAveragePooling2D\n","from keras.layers import Flatten\n","from keras.layers import Conv2D\n","from keras.layers import BatchNormalization\n","from keras.layers import Activation\n","from keras.layers import MaxPooling2D\n","from keras.models import Model, Sequential\n","#from tensorflow.python.keras.optimizer_v2.adam import Adam\n","#from keras.optimizers import adam_v2\n","from tensorflow.keras.optimizers import RMSprop\n","#from keras.optimizers import rmsprop\n","from tensorflow.keras.optimizers import SGD\n","from tensorflow.keras.optimizers import Adam\n","#, SGD,RMSpro"]},{"cell_type":"code","execution_count":99,"metadata":{"executionInfo":{"elapsed":200,"status":"ok","timestamp":1673099365995,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"LY_HhLJwaP44"},"outputs":[],"source":["picture_size = 64\n","folder_path = \"/content/images/\""]},{"cell_type":"code","execution_count":100,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":703},"executionInfo":{"elapsed":1744,"status":"ok","timestamp":1673099370368,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"fwXftq0Madg1","outputId":"1948666e-fefa-45b7-c409-12ddc3896965"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["expression = 'happy'\n","\n","plt.figure(figsize= (12,12))\n","for i in range(1, 10, 1):\n"," plt.subplot(3,3,i)\n"," img = load_img(folder_path+\"train/\"+expression+\"/\"+\n"," os.listdir(folder_path + \"train/\" + expression)[i], target_size=(picture_size, picture_size))\n"," plt.imshow(img) \n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"E-G1UWbQfgCm"},"source":["## Image augmentation using keras ImageDataGenerator"]},{"cell_type":"code","execution_count":138,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":894,"status":"ok","timestamp":1673102183598,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"jLepm_CoamwR","outputId":"316c5053-108e-433a-fcaf-704223bcaa2b"},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 28821 images belonging to 7 classes.\n","Found 7066 images belonging to 7 classes.\n"]}],"source":["batch_size = 128\n","\n","datagen_train = ImageDataGenerator()\n","datagen_val = ImageDataGenerator()\n","\n","train_set = datagen_train.flow_from_directory(folder_path+\"train\",\n"," target_size = (picture_size,picture_size),\n"," color_mode = \"grayscale\",\n"," batch_size=batch_size,\n"," class_mode='categorical',\n"," shuffle=True)\n","\n","\n","test_set = datagen_val.flow_from_directory(folder_path+\"validation\",\n"," target_size = (picture_size,picture_size),\n"," color_mode = \"grayscale\",\n"," batch_size=batch_size,\n"," class_mode='categorical',\n"," shuffle=False)"]},{"cell_type":"markdown","metadata":{"id":"gjbcRqE87Qqu"},"source":["## Define model"]},{"cell_type":"code","execution_count":139,"metadata":{"executionInfo":{"elapsed":291,"status":"ok","timestamp":1673102187092,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"O1vGQXrt7JCi"},"outputs":[],"source":["no_of_classes = 7\n","\n","model = Sequential()\n","\n","#1st CNN layer\n","model.add(Conv2D(64,(3,3),padding = 'same',input_shape = (picture_size,picture_size,1)))\n","model.add(BatchNormalization())\n","model.add(Activation('relu'))\n","model.add(MaxPooling2D(pool_size = (2,2)))\n","model.add(Dropout(0.25))\n","\n","#2nd CNN layer\n","model.add(Conv2D(128,(5,5),padding = 'same'))\n","model.add(BatchNormalization())\n","model.add(Activation('relu'))\n","model.add(MaxPooling2D(pool_size = (2,2)))\n","model.add(Dropout (0.25))\n","\n","#3rd CNN layer\n","model.add(Conv2D(512,(3,3),padding = 'same'))\n","model.add(BatchNormalization())\n","model.add(Activation('relu'))\n","model.add(MaxPooling2D(pool_size = (2,2)))\n","model.add(Dropout (0.25))\n","\n","#4th CNN layer\n","model.add(Conv2D(512,(3,3), padding='same'))\n","model.add(BatchNormalization())\n","model.add(Activation('relu'))\n","model.add(MaxPooling2D(pool_size=(2, 2)))\n","model.add(Dropout(0.25))\n","\n","model.add(Flatten())\n","\n","#Fully connected 1st layer\n","model.add(Dense(256))\n","model.add(BatchNormalization())\n","model.add(Activation('relu'))\n","model.add(Dropout(0.25))\n","\n","\n","# Fully connected layer 2nd layer\n","model.add(Dense(512))\n","model.add(BatchNormalization())\n","model.add(Activation('relu'))\n","model.add(Dropout(0.25))\n","\n","model.add(Dense(no_of_classes, activation='softmax'))"]},{"cell_type":"code","execution_count":141,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":378,"status":"ok","timestamp":1673102189667,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"CVgu_y9Jatpv","outputId":"45883b08-b441-42eb-a53d-b563b7bd5c7f"},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: \"sequential_9\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," conv2d_36 (Conv2D) (None, 64, 64, 64) 640 \n"," \n"," batch_normalization_54 (Bat (None, 64, 64, 64) 256 \n"," chNormalization) \n"," \n"," activation_54 (Activation) (None, 64, 64, 64) 0 \n"," \n"," max_pooling2d_36 (MaxPoolin (None, 32, 32, 64) 0 \n"," g2D) \n"," \n"," dropout_54 (Dropout) (None, 32, 32, 64) 0 \n"," \n"," conv2d_37 (Conv2D) (None, 32, 32, 128) 204928 \n"," \n"," batch_normalization_55 (Bat (None, 32, 32, 128) 512 \n"," chNormalization) \n"," \n"," activation_55 (Activation) (None, 32, 32, 128) 0 \n"," \n"," max_pooling2d_37 (MaxPoolin (None, 16, 16, 128) 0 \n"," g2D) \n"," \n"," dropout_55 (Dropout) (None, 16, 16, 128) 0 \n"," \n"," conv2d_38 (Conv2D) (None, 16, 16, 512) 590336 \n"," \n"," batch_normalization_56 (Bat (None, 16, 16, 512) 2048 \n"," chNormalization) \n"," \n"," activation_56 (Activation) (None, 16, 16, 512) 0 \n"," \n"," max_pooling2d_38 (MaxPoolin (None, 8, 8, 512) 0 \n"," g2D) \n"," \n"," dropout_56 (Dropout) (None, 8, 8, 512) 0 \n"," \n"," conv2d_39 (Conv2D) (None, 8, 8, 512) 2359808 \n"," \n"," batch_normalization_57 (Bat (None, 8, 8, 512) 2048 \n"," chNormalization) \n"," \n"," activation_57 (Activation) (None, 8, 8, 512) 0 \n"," \n"," max_pooling2d_39 (MaxPoolin (None, 4, 4, 512) 0 \n"," g2D) \n"," \n"," dropout_57 (Dropout) (None, 4, 4, 512) 0 \n"," \n"," flatten_9 (Flatten) (None, 8192) 0 \n"," \n"," dense_27 (Dense) (None, 256) 2097408 \n"," \n"," batch_normalization_58 (Bat (None, 256) 1024 \n"," chNormalization) \n"," \n"," activation_58 (Activation) (None, 256) 0 \n"," \n"," dropout_58 (Dropout) (None, 256) 0 \n"," \n"," dense_28 (Dense) (None, 512) 131584 \n"," \n"," batch_normalization_59 (Bat (None, 512) 2048 \n"," chNormalization) \n"," \n"," activation_59 (Activation) (None, 512) 0 \n"," \n"," dropout_59 (Dropout) (None, 512) 0 \n"," \n"," dense_29 (Dense) (None, 7) 3591 \n"," \n","=================================================================\n","Total params: 5,396,231\n","Trainable params: 5,392,263\n","Non-trainable params: 3,968\n","_________________________________________________________________\n"]}],"source":["model.summary()\n"]},{"cell_type":"code","execution_count":144,"metadata":{"executionInfo":{"elapsed":201,"status":"ok","timestamp":1673102287698,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"UxJMjV2R7aIg"},"outputs":[],"source":["from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau\n","import tensorflow as tf\n","\n","checkpoint = ModelCheckpoint(\"./model_weights.h5\", monitor='val_accuracy', verbose=1, save_best_only=True, mode='max')\n","\n","reduce_learningrate = ReduceLROnPlateau(monitor='val_loss',\n"," factor=0.2,\n"," patience=3,\n"," verbose=1,\n"," min_delta=0.0001)\n","\n","early = EarlyStopping(monitor='val_accuracy', min_delta=0, patience=5, verbose=1, mode='auto')\n","\n","callbacks_list = [checkpoint,reduce_learningrate, early]\n","\n","epochs = 100\n","\n","model.compile(loss='categorical_crossentropy',\n"," optimizer = Adam(lr=0.001),\n"," metrics=['accuracy', tf.keras.metrics.Precision(), tf.keras.metrics.Recall()])"]},{"cell_type":"markdown","metadata":{"id":"lqPoRd46gBrW"},"source":["## Train model"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":657753,"status":"ok","timestamp":1675255444419,"user":{"displayName":"Sandy J","userId":"14491945866621712081"},"user_tz":-60},"id":"EXajrAVla6Gz","outputId":"590f9cd7-0149-4433-dc6e-f0981d56a415"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/100\n","225/225 [==============================] - ETA: 0s - loss: 1.7420 - accuracy: 0.3358 - precision: 0.5071 - recall: 0.1418\n","Epoch 1: val_accuracy improved from -inf to 0.41293, saving model to ./model_weights.h5\n","225/225 [==============================] - 31s 90ms/step - loss: 1.7420 - accuracy: 0.3358 - precision: 0.5071 - recall: 0.1418 - val_loss: 1.5676 - val_accuracy: 0.4129 - val_precision: 0.5814 - val_recall: 0.2881 - lr: 0.0010\n","Epoch 2/100\n","225/225 [==============================] - ETA: 0s - loss: 1.4073 - accuracy: 0.4584 - precision: 0.6749 - recall: 0.2597\n","Epoch 2: val_accuracy improved from 0.41293 to 0.46293, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 88ms/step - loss: 1.4073 - accuracy: 0.4584 - precision: 0.6749 - recall: 0.2597 - val_loss: 1.5090 - val_accuracy: 0.4629 - val_precision: 0.5566 - val_recall: 0.3661 - lr: 0.0010\n","Epoch 3/100\n","225/225 [==============================] - ETA: 0s - loss: 1.2546 - accuracy: 0.5188 - precision: 0.7175 - recall: 0.3240\n","Epoch 3: val_accuracy improved from 0.46293 to 0.52088, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 89ms/step - loss: 1.2546 - accuracy: 0.5188 - precision: 0.7175 - recall: 0.3240 - val_loss: 1.2621 - val_accuracy: 0.5209 - val_precision: 0.7545 - val_recall: 0.2872 - lr: 0.0010\n","Epoch 4/100\n","225/225 [==============================] - ETA: 0s - loss: 1.1689 - accuracy: 0.5555 - precision: 0.7336 - recall: 0.3686\n","Epoch 4: val_accuracy did not improve from 0.52088\n","225/225 [==============================] - 19s 86ms/step - loss: 1.1689 - accuracy: 0.5555 - precision: 0.7336 - recall: 0.3686 - val_loss: 1.2827 - val_accuracy: 0.5192 - val_precision: 0.7136 - val_recall: 0.3149 - lr: 0.0010\n","Epoch 5/100\n","225/225 [==============================] - ETA: 0s - loss: 1.1016 - accuracy: 0.5805 - precision: 0.7429 - recall: 0.4076\n","Epoch 5: val_accuracy improved from 0.52088 to 0.57514, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 87ms/step - loss: 1.1016 - accuracy: 0.5805 - precision: 0.7429 - recall: 0.4076 - val_loss: 1.1303 - val_accuracy: 0.5751 - val_precision: 0.7255 - val_recall: 0.4307 - lr: 0.0010\n","Epoch 6/100\n","225/225 [==============================] - ETA: 0s - loss: 1.0435 - accuracy: 0.6037 - precision: 0.7507 - recall: 0.4417\n","Epoch 6: val_accuracy did not improve from 0.57514\n","225/225 [==============================] - 19s 86ms/step - loss: 1.0435 - accuracy: 0.6037 - precision: 0.7507 - recall: 0.4417 - val_loss: 1.2345 - val_accuracy: 0.5409 - val_precision: 0.6644 - val_recall: 0.4257 - lr: 0.0010\n","Epoch 7/100\n","225/225 [==============================] - ETA: 0s - loss: 0.9941 - accuracy: 0.6260 - precision: 0.7590 - recall: 0.4753\n","Epoch 7: val_accuracy did not improve from 0.57514\n","225/225 [==============================] - 20s 87ms/step - loss: 0.9941 - accuracy: 0.6260 - precision: 0.7590 - recall: 0.4753 - val_loss: 1.2263 - val_accuracy: 0.5273 - val_precision: 0.6728 - val_recall: 0.3714 - lr: 0.0010\n","Epoch 8/100\n","225/225 [==============================] - ETA: 0s - loss: 0.9451 - accuracy: 0.6442 - precision: 0.7697 - recall: 0.5077\n","Epoch 8: val_accuracy did not improve from 0.57514\n","\n","Epoch 8: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026.\n","225/225 [==============================] - 20s 87ms/step - loss: 0.9451 - accuracy: 0.6442 - precision: 0.7697 - recall: 0.5077 - val_loss: 1.1971 - val_accuracy: 0.5574 - val_precision: 0.6877 - val_recall: 0.4463 - lr: 0.0010\n","Epoch 9/100\n","225/225 [==============================] - ETA: 0s - loss: 0.8071 - accuracy: 0.7006 - precision: 0.8094 - recall: 0.5765\n","Epoch 9: val_accuracy improved from 0.57514 to 0.62713, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 88ms/step - loss: 0.8071 - accuracy: 0.7006 - precision: 0.8094 - recall: 0.5765 - val_loss: 1.0264 - val_accuracy: 0.6271 - val_precision: 0.7245 - val_recall: 0.5330 - lr: 2.0000e-04\n","Epoch 10/100\n","225/225 [==============================] - ETA: 0s - loss: 0.7597 - accuracy: 0.7165 - precision: 0.8103 - recall: 0.6141\n","Epoch 10: val_accuracy improved from 0.62713 to 0.63778, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 87ms/step - loss: 0.7597 - accuracy: 0.7165 - precision: 0.8103 - recall: 0.6141 - val_loss: 1.0111 - val_accuracy: 0.6378 - val_precision: 0.7350 - val_recall: 0.5436 - lr: 2.0000e-04\n","Epoch 11/100\n","225/225 [==============================] - ETA: 0s - loss: 0.7127 - accuracy: 0.7345 - precision: 0.8185 - recall: 0.6381\n","Epoch 11: val_accuracy did not improve from 0.63778\n","225/225 [==============================] - 19s 87ms/step - loss: 0.7127 - accuracy: 0.7345 - precision: 0.8185 - recall: 0.6381 - val_loss: 1.0742 - val_accuracy: 0.6089 - val_precision: 0.6938 - val_recall: 0.5284 - lr: 2.0000e-04\n","Epoch 12/100\n","225/225 [==============================] - ETA: 0s - loss: 0.6812 - accuracy: 0.7474 - precision: 0.8247 - recall: 0.6629\n","Epoch 12: val_accuracy did not improve from 0.63778\n","225/225 [==============================] - 20s 87ms/step - loss: 0.6812 - accuracy: 0.7474 - precision: 0.8247 - recall: 0.6629 - val_loss: 1.0393 - val_accuracy: 0.6374 - val_precision: 0.7161 - val_recall: 0.5658 - lr: 2.0000e-04\n","Epoch 13/100\n","225/225 [==============================] - ETA: 0s - loss: 0.6441 - accuracy: 0.7623 - precision: 0.8317 - recall: 0.6828\n","Epoch 13: val_accuracy did not improve from 0.63778\n","\n","Epoch 13: ReduceLROnPlateau reducing learning rate to 4.0000001899898055e-05.\n","225/225 [==============================] - 19s 86ms/step - loss: 0.6441 - accuracy: 0.7623 - precision: 0.8317 - recall: 0.6828 - val_loss: 1.0473 - val_accuracy: 0.6325 - val_precision: 0.7094 - val_recall: 0.5625 - lr: 2.0000e-04\n","Epoch 14/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5993 - accuracy: 0.7806 - precision: 0.8453 - recall: 0.7078\n","Epoch 14: val_accuracy improved from 0.63778 to 0.64986, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5993 - accuracy: 0.7806 - precision: 0.8453 - recall: 0.7078 - val_loss: 1.0256 - val_accuracy: 0.6499 - val_precision: 0.7211 - val_recall: 0.5791 - lr: 4.0000e-05\n","Epoch 15/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5814 - accuracy: 0.7874 - precision: 0.8508 - recall: 0.7183\n","Epoch 15: val_accuracy did not improve from 0.64986\n","225/225 [==============================] - 19s 87ms/step - loss: 0.5814 - accuracy: 0.7874 - precision: 0.8508 - recall: 0.7183 - val_loss: 1.0313 - val_accuracy: 0.6473 - val_precision: 0.7133 - val_recall: 0.5827 - lr: 4.0000e-05\n","Epoch 16/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5639 - accuracy: 0.7922 - precision: 0.8535 - recall: 0.7272\n","Epoch 16: val_accuracy improved from 0.64986 to 0.65142, saving model to ./model_weights.h5\n","\n","Epoch 16: ReduceLROnPlateau reducing learning rate to 8.000000525498762e-06.\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5639 - accuracy: 0.7922 - precision: 0.8535 - recall: 0.7272 - val_loss: 1.0401 - val_accuracy: 0.6514 - val_precision: 0.7128 - val_recall: 0.5865 - lr: 4.0000e-05\n","Epoch 17/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5567 - accuracy: 0.7941 - precision: 0.8535 - recall: 0.7311\n","Epoch 17: val_accuracy did not improve from 0.65142\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5567 - accuracy: 0.7941 - precision: 0.8535 - recall: 0.7311 - val_loss: 1.0323 - val_accuracy: 0.6514 - val_precision: 0.7176 - val_recall: 0.5898 - lr: 8.0000e-06\n","Epoch 18/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5549 - accuracy: 0.7951 - precision: 0.8538 - recall: 0.7285\n","Epoch 18: val_accuracy improved from 0.65142 to 0.65213, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5549 - accuracy: 0.7951 - precision: 0.8538 - recall: 0.7285 - val_loss: 1.0329 - val_accuracy: 0.6521 - val_precision: 0.7159 - val_recall: 0.5892 - lr: 8.0000e-06\n","Epoch 19/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5445 - accuracy: 0.7993 - precision: 0.8575 - recall: 0.7373\n","Epoch 19: val_accuracy improved from 0.65213 to 0.65256, saving model to ./model_weights.h5\n","\n","Epoch 19: ReduceLROnPlateau reducing learning rate to 1.6000001778593287e-06.\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5445 - accuracy: 0.7993 - precision: 0.8575 - recall: 0.7373 - val_loss: 1.0337 - val_accuracy: 0.6526 - val_precision: 0.7167 - val_recall: 0.5899 - lr: 8.0000e-06\n","Epoch 20/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5475 - accuracy: 0.7987 - precision: 0.8584 - recall: 0.7367\n","Epoch 20: val_accuracy improved from 0.65256 to 0.65270, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5475 - accuracy: 0.7987 - precision: 0.8584 - recall: 0.7367 - val_loss: 1.0340 - val_accuracy: 0.6527 - val_precision: 0.7180 - val_recall: 0.5905 - lr: 1.6000e-06\n","Epoch 21/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5481 - accuracy: 0.7980 - precision: 0.8559 - recall: 0.7342\n","Epoch 21: val_accuracy did not improve from 0.65270\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5481 - accuracy: 0.7980 - precision: 0.8559 - recall: 0.7342 - val_loss: 1.0343 - val_accuracy: 0.6524 - val_precision: 0.7179 - val_recall: 0.5906 - lr: 1.6000e-06\n","Epoch 22/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5465 - accuracy: 0.8001 - precision: 0.8579 - recall: 0.7357\n","Epoch 22: val_accuracy did not improve from 0.65270\n","\n","Epoch 22: ReduceLROnPlateau reducing learning rate to 3.200000264769187e-07.\n","225/225 [==============================] - 19s 87ms/step - loss: 0.5465 - accuracy: 0.8001 - precision: 0.8579 - recall: 0.7357 - val_loss: 1.0348 - val_accuracy: 0.6518 - val_precision: 0.7165 - val_recall: 0.5911 - lr: 1.6000e-06\n","Epoch 23/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5509 - accuracy: 0.7977 - precision: 0.8551 - recall: 0.7329\n","Epoch 23: val_accuracy improved from 0.65270 to 0.65298, saving model to ./model_weights.h5\n","225/225 [==============================] - 20s 88ms/step - loss: 0.5509 - accuracy: 0.7977 - precision: 0.8551 - recall: 0.7329 - val_loss: 1.0352 - val_accuracy: 0.6530 - val_precision: 0.7173 - val_recall: 0.5906 - lr: 3.2000e-07\n","Epoch 24/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5495 - accuracy: 0.7991 - precision: 0.8578 - recall: 0.7371\n","Epoch 24: val_accuracy did not improve from 0.65298\n","225/225 [==============================] - 19s 86ms/step - loss: 0.5495 - accuracy: 0.7991 - precision: 0.8578 - recall: 0.7371 - val_loss: 1.0349 - val_accuracy: 0.6530 - val_precision: 0.7172 - val_recall: 0.5909 - lr: 3.2000e-07\n","Epoch 25/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5462 - accuracy: 0.7996 - precision: 0.8584 - recall: 0.7371\n","Epoch 25: val_accuracy improved from 0.65298 to 0.65312, saving model to ./model_weights.h5\n","\n","Epoch 25: ReduceLROnPlateau reducing learning rate to 6.400000529538374e-08.\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5462 - accuracy: 0.7996 - precision: 0.8584 - recall: 0.7371 - val_loss: 1.0344 - val_accuracy: 0.6531 - val_precision: 0.7175 - val_recall: 0.5903 - lr: 3.2000e-07\n","Epoch 26/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5404 - accuracy: 0.8024 - precision: 0.8617 - recall: 0.7379\n","Epoch 26: val_accuracy did not improve from 0.65312\n","225/225 [==============================] - 19s 86ms/step - loss: 0.5404 - accuracy: 0.8024 - precision: 0.8617 - recall: 0.7379 - val_loss: 1.0357 - val_accuracy: 0.6524 - val_precision: 0.7160 - val_recall: 0.5906 - lr: 6.4000e-08\n","Epoch 27/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5482 - accuracy: 0.7965 - precision: 0.8563 - recall: 0.7341\n","Epoch 27: val_accuracy did not improve from 0.65312\n","225/225 [==============================] - 19s 86ms/step - loss: 0.5482 - accuracy: 0.7965 - precision: 0.8563 - recall: 0.7341 - val_loss: 1.0346 - val_accuracy: 0.6531 - val_precision: 0.7173 - val_recall: 0.5905 - lr: 6.4000e-08\n","Epoch 28/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5436 - accuracy: 0.8013 - precision: 0.8621 - recall: 0.7372\n","Epoch 28: val_accuracy improved from 0.65312 to 0.65327, saving model to ./model_weights.h5\n","\n","Epoch 28: ReduceLROnPlateau reducing learning rate to 1.2800001059076749e-08.\n","225/225 [==============================] - 20s 87ms/step - loss: 0.5436 - accuracy: 0.8013 - precision: 0.8621 - recall: 0.7372 - val_loss: 1.0353 - val_accuracy: 0.6533 - val_precision: 0.7171 - val_recall: 0.5908 - lr: 6.4000e-08\n","Epoch 29/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5509 - accuracy: 0.7975 - precision: 0.8563 - recall: 0.7354\n","Epoch 29: val_accuracy did not improve from 0.65327\n","225/225 [==============================] - 20s 88ms/step - loss: 0.5509 - accuracy: 0.7975 - precision: 0.8563 - recall: 0.7354 - val_loss: 1.0347 - val_accuracy: 0.6527 - val_precision: 0.7175 - val_recall: 0.5919 - lr: 1.2800e-08\n","Epoch 30/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5535 - accuracy: 0.7965 - precision: 0.8578 - recall: 0.7320\n","Epoch 30: val_accuracy did not improve from 0.65327\n","225/225 [==============================] - 19s 86ms/step - loss: 0.5535 - accuracy: 0.7965 - precision: 0.8578 - recall: 0.7320 - val_loss: 1.0349 - val_accuracy: 0.6526 - val_precision: 0.7172 - val_recall: 0.5915 - lr: 1.2800e-08\n","Epoch 31/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5521 - accuracy: 0.7971 - precision: 0.8559 - recall: 0.7335\n","Epoch 31: val_accuracy did not improve from 0.65327\n","\n","Epoch 31: ReduceLROnPlateau reducing learning rate to 2.5600002118153498e-09.\n","225/225 [==============================] - 19s 87ms/step - loss: 0.5521 - accuracy: 0.7971 - precision: 0.8559 - recall: 0.7335 - val_loss: 1.0362 - val_accuracy: 0.6528 - val_precision: 0.7168 - val_recall: 0.5922 - lr: 1.2800e-08\n","Epoch 32/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5469 - accuracy: 0.7996 - precision: 0.8587 - recall: 0.7378\n","Epoch 32: val_accuracy did not improve from 0.65327\n","225/225 [==============================] - 19s 86ms/step - loss: 0.5469 - accuracy: 0.7996 - precision: 0.8587 - recall: 0.7378 - val_loss: 1.0347 - val_accuracy: 0.6527 - val_precision: 0.7173 - val_recall: 0.5912 - lr: 2.5600e-09\n","Epoch 33/100\n","225/225 [==============================] - ETA: 0s - loss: 0.5545 - accuracy: 0.7952 - precision: 0.8534 - recall: 0.7318\n","Epoch 33: val_accuracy did not improve from 0.65327\n","225/225 [==============================] - 19s 86ms/step - loss: 0.5545 - accuracy: 0.7952 - precision: 0.8534 - recall: 0.7318 - val_loss: 1.0355 - val_accuracy: 0.6524 - val_precision: 0.7167 - val_recall: 0.5915 - lr: 2.5600e-09\n","Epoch 33: early stopping\n"]}],"source":["history = model.fit(train_set,\n"," steps_per_epoch=train_set.n//train_set.batch_size,\n"," epochs=epochs,\n"," validation_data = test_set,\n"," validation_steps = test_set.n//test_set.batch_size,\n"," callbacks=callbacks_list\n"," )"]},{"cell_type":"code","execution_count":146,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":663},"executionInfo":{"elapsed":582,"status":"ok","timestamp":1673102821584,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"ZYPIBxcOa_sU","outputId":"d4a13f36-5eef-44e8-9a0c-c31057017fd5"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(20,10))\n","plt.subplot(1, 2, 1)\n","plt.suptitle('Optimizer : Adam', fontsize=10)\n","plt.ylabel('Loss', fontsize=16)\n","plt.plot(history.history['loss'], label='Training Loss')\n","plt.plot(history.history['val_loss'], label='Validation Loss')\n","plt.legend(loc='upper right')\n","\n","plt.subplot(1, 2, 2)\n","plt.ylabel('Accuracy', fontsize=16)\n","plt.plot(history.history['accuracy'], label='Training Accuracy')\n","plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n","plt.legend(loc='lower right')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":594},"executionInfo":{"elapsed":1002,"status":"ok","timestamp":1675256489163,"user":{"displayName":"Sandy J","userId":"14491945866621712081"},"user_tz":-60},"id":"wD7CQIvg9AuD","outputId":"8d65548d-1bb5-462c-d1e1-ebe5157907b8"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.figure(figsize=(20,10))\n","plt.subplot(1, 2, 1)\n","plt.suptitle('Optimizer : Adam', fontsize=10)\n","plt.ylabel('Recall', fontsize=16)\n","plt.plot(history.history['recall'], label='Training Recall')\n","plt.plot(history.history['val_recall'], label='Validation Recall')\n","plt.legend(loc='upper right')\n","\n","plt.subplot(1, 2, 2)\n","plt.ylabel('Precision', fontsize=16)\n","plt.plot(history.history['precision'], label='Training Precision')\n","plt.plot(history.history['val_precision'], label='Validation Precision')\n","plt.legend(loc='lower right')\n","plt.show()"]},{"cell_type":"code","execution_count":147,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":8,"status":"ok","timestamp":1673102821585,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"sFvWyyreDvP5","outputId":"7f06de2c-9eb4-41af-8013-9e8efd545914"},"outputs":[{"name":"stdout","output_type":"stream","text":["Saved model to disk\n"]}],"source":["# serialize model to JSON\n","model_json = model.to_json()\n","with open(\"/content/model.json\", \"w\") as json_file:\n"," json_file.write(model_json)\n","# serialize weights to HDF5\n","# model.save_weights(\"model.h5\")\n","print(\"Saved model to disk\")"]},{"cell_type":"code","execution_count":150,"metadata":{"executionInfo":{"elapsed":538,"status":"ok","timestamp":1673102850348,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"Ooh6pQZvPjJU"},"outputs":[],"source":["from tensorflow.keras.models import model_from_json\n","\n","model_json_file = '/content/model.json'\n","model_weights_file = '/content/model_weights.h5'\n","with open(model_json_file, \"r\") as json_file:\n"," loaded_model_json = json_file.read()\n"," loaded_model = model_from_json(loaded_model_json)\n"," loaded_model.load_weights(model_weights_file)\n"]},{"cell_type":"code","execution_count":151,"metadata":{"executionInfo":{"elapsed":214,"status":"ok","timestamp":1673102851667,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"qXgpV1ZiQCfM"},"outputs":[],"source":["images_predict = {\"angry\": \"8969.jpg\", \"disgust\": \"14954.jpg\", \"fear\": \"10409.jpg\", \"happy\": \"10019.jpg\", \"neutral\": \"10033.jpg\", \"sad\": \"10004.jpg\", \"surprise\": \"1033.jpg\"}"]},{"cell_type":"code","execution_count":152,"metadata":{"executionInfo":{"elapsed":3,"status":"ok","timestamp":1673102852353,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"W_QY5lKtT3Cf"},"outputs":[],"source":["import cv2"]},{"cell_type":"markdown","metadata":{"id":"14YTYE7PoKLC"},"source":["## Test predictions"]},{"cell_type":"code","execution_count":153,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":541,"status":"ok","timestamp":1673102853820,"user":{"displayName":"Mikołaj Krzymiński","userId":"01535337980860424008"},"user_tz":-60},"id":"-tZKjQMVRNjI","outputId":"dec2140b-074c-470e-91cc-82f20f9ab5e8"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'angry': 0, 'disgust': 1, 'fear': 2, 'happy': 3, 'neutral': 4, 'sad': 5, 'surprise': 6}\n","1/1 [==============================] - 0s 136ms/step\n","Predicted: fear, Should be: angry\n","1/1 [==============================] - 0s 17ms/step\n","Predicted: neutral, Should be: disgust\n","1/1 [==============================] - 0s 20ms/step\n","Predicted: happy, Should be: fear\n","1/1 [==============================] - 0s 15ms/step\n","Predicted: happy, Should be: happy\n","1/1 [==============================] - 0s 14ms/step\n","Predicted: neutral, Should be: neutral\n","1/1 [==============================] - 0s 14ms/step\n","Predicted: angry, Should be: sad\n","1/1 [==============================] - 0s 19ms/step\n","Predicted: surprise, Should be: surprise\n"]}],"source":["images_path = \"/content/images/images/validation/\"\n","\n","label_map = (train_set.class_indices)\n","print(label_map)\n","\n","for key in images_predict:\n"," image_sample = cv2.imread(images_path + key + \"/\" + images_predict[key])\n"," gray = cv2.cvtColor(image_sample, cv2.COLOR_BGR2GRAY)\n"," roi = cv2.resize(gray, (picture_size,picture_size))\n"," y_probs = loaded_model.predict(roi[np.newaxis, :, :, np.newaxis])\n"," val = np.argmax(y_probs, axis=-1)[0]\n"," for k, v in label_map.items():\n"," if val == v:\n"," print(\"Predicted: {}, Should be: {}\".format(k,key))\n"]},{"cell_type":"markdown","metadata":{"id":"LdcIN-pc6v7f"},"source":["[source](https://www.kaggle.com/code/prashant808/emotion-detection-using-cnn/notebook)"]}],"metadata":{"accelerator":"GPU","colab":{"authorship_tag":"ABX9TyNdSG4SYVn2peVPoTjpXQ+d","provenance":[]},"gpuClass":"standard","kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.9.6 (default, Oct 18 2022, 12:41:40) \n[Clang 14.0.0 (clang-1400.0.29.202)]"},"vscode":{"interpreter":{"hash":"31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"}}},"nbformat":4,"nbformat_minor":0}