{"cells":[{"metadata":{},"cell_type":"markdown","source":"### VGG16\nVGG16 is a type of neural network which worked really well on ImageNet dataset which has 14 million images with 1000 class labels in 2014. It acheived 92.7% top-5 test accuarcy on ImageNet. Before that, we had Alexnet, \n\n\nIt is built using 16 layers out of which 13 are convolution layers and 3 are fully connected layers. There are stacked convlutions followed by MaxPooling. Architecture looks something like this:"},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"Another way of looking into 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"}}},{"metadata":{},"cell_type":"markdown","source":"VGG16 uses colored images with shape (224, 224) dimensions. We will use trained VGG16 modle weights with some tuning to use th efeatures which it learnt from ImageNet dataset. This is also called Transfer Learning."},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# Importing the libraries \n\nimport pandas as pd\nimport numpy as np \n\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nfrom keras.models import Sequential, Model\nfrom keras.layers import Conv2D, MaxPool2D, Dense, Flatten, GlobalMaxPooling2D, Dropout\nfrom keras.applications import VGG16\nfrom keras.optimizers import Adam\nfrom keras.preprocessing.image import ImageDataGenerator, load_img\nfrom keras import layers\n\nfrom sklearn.model_selection import train_test_split\n\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true,"_kg_hide-output":true},"cell_type":"code","source":"!rm -rf \"./train\"\n!unzip \"/kaggle/input/dogs-vs-cats/train.zip\"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Preparing the data\nfilenames = os.listdir(\"./train\")\ncategories = []\nfor filename in filenames:\n    category = filename.split('.')[0]\n    if category == 'dog':\n        categories.append(1)\n    else:\n        categories.append(0)\n\ndf = pd.DataFrame({\n    'filename': filenames,\n    'category': categories\n})","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Looking at the data in dataframe\ndf.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Changin the category to strings \ndf[\"category\"] = df[\"category\"].replace({0: 'cat', 1: 'dog'}) ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Shape of data\ndf.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Distribution of count classes\nsns.set(style=\"white\")\nsns.countplot(df[\"category\"])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sample = np.random.choice(filenames)\nimage = load_img(\"./train/\" + sample)\n# Each image is of different shapes and has 3 channel for RGB\nplt.imshow(image)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Splitting the data\ntrain_df, test_df = train_test_split(df, test_size=.2, stratify=df[\"category\"])\ntrain_df = train_df.reset_index()\ntest_df = test_df.reset_index()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Since VGG16 is a kind of CNN, we can't have variable size of input data. Images in our dataset have different shapes, so we need to fix their size. Also, we need to fix it to (224, 224) according to VGG16 architecture. \n\nTo remove this problem, we will use ImageDataGenerator from keras, which will augment our data to make our model robust and also will fix the dimensions to the desired ones."},{"metadata":{"trusted":true},"cell_type":"code","source":"aug_data = ImageDataGenerator(\n    rotation_range = 15, \n    shear_range = .2, \n    zoom_range = .2, \n    horizontal_flip = True, \n    vertical_flip = True, \n    width_shift_range = 0.15, \n    height_shift_range = .15, \n    fill_mode = \"nearest\"\n)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"input_shape = (224, 224)\nbatch_size = 32\n\ntrain_generator = aug_data.flow_from_dataframe(\n    dataframe=train_df, \n    directory=\"./train/\", \n    x_col = \"filename\",\n    y_col=\"category\", \n    class_mode = \"categorical\", \n    target_size = input_shape, \n    batch_size = batch_size\n    )","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_generator = aug_data.flow_from_dataframe(\n    dataframe=test_df, \n    directory=\"./train/\", \n    x_col = \"filename\",\n    y_col=\"category\", \n    class_mode = \"categorical\", \n    target_size = input_shape, \n    batch_size = batch_size\n    )","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-output":true},"cell_type":"code","source":"# Load the VGG16 model\n# include_top = False means we don't want to take last 3 fully connected layers of VGG16 and we want weights trained on ImageNet data.\npre_trained_model = VGG16(include_top=False, weights=\"imagenet\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"pre_trained_model.summary()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"As we can see, there are convolution layers followed by poling layers, we have removed FC layers. \n\nIn this model also, we will fix the weights of initial layers and will train the last block of 3 convolution layer and 1 pooling layer."},{"metadata":{"trusted":true},"cell_type":"code","source":"# We will fix the initial layers and only train the last stacked set of convolution layer\nfor layer in pre_trained_model.layers[:15]:\n    layer.trainable = False\n    \nfor layer in pre_trained_model.layers[15:]:\n    layer.trainable = True","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Take the output of last pooling layer\nlast_pooling_layer = pre_trained_model.get_layer(\"block5_pool\")\nlast_output = last_pooling_layer.output","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Flatten the output layer which has 512 units\nx = GlobalMaxPooling2D()(last_output)\n\n# After this add a fully connected layer with 512 units \nx = Dense(units=512, activation=\"relu\")(x)\n\n# Add a dropout \nx = Dropout(rate=.25)(x)\n\n# Add a final layer for classification \nx = layers.Dense(units=2, activation=\"softmax\")(x)\n\n# Combine the model with our layers\nmodel = Model(inputs=pre_trained_model.input, outputs=x)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(loss='binary_crossentropy', optimizer=Adam(lr=1e-4), metrics=['accuracy'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"batch_size = 32\nepochs = 10\ntrain_size = train_df.shape[0]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"hist = model.fit_generator(generator = train_generator, epochs = epochs, validation_data = test_generator, verbose=1, \n                           steps_per_epoch = np.ceil(train_size/batch_size))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.set(style=\"whitegrid\")\nplt.figure(figsize=(20, 6))\nplt.subplot(1, 2, 1)\nplt.plot(hist.history['accuracy'])\nplt.plot(hist.history['val_accuracy'])\nplt.title('model accuracy')\nplt.ylabel('accuracy')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='best')\n\nplt.subplot(1, 2, 2)\nplt.plot(hist.history['loss'])\nplt.plot(hist.history['val_loss'])\nplt.title('model loss')\nplt.ylabel('loss')\nplt.xlabel('epoch')\nplt.legend(['train', 'validation'], loc='best')\nplt.show()","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":1}