vgg16_vgg19_with_different_kernel.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!unzip  '/content/drive/MyDrive/imagenette2-320.zip'"
      ],
      "metadata": {
        "id": "F2qoGkSanTQ6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "77b2054d-d39b-4cf8-e532-34e87df4908e"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "Ra38ZknpmNM_"
      },
      "outputs": [],
      "source": [
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "import tensorflow as tf\n",
        "\n",
        "\n",
        "def read_dataset(path, size):\n",
        "    # Define image data generator with augmentation options if needed\n",
        "    image_generator = ImageDataGenerator()\n",
        "\n",
        "    # Set up the image generator to flow from the directory\n",
        "    batch_size = 32\n",
        "    image_size = (size, size)  # adjust the size as needed\n",
        "    class_mode = 'categorical'  # or 'binary' if it's a binary classification\n",
        "\n",
        "    # Flow images in batches from the directory\n",
        "    data_generator = image_generator.flow_from_directory(\n",
        "        path,\n",
        "        target_size=image_size,\n",
        "        batch_size=batch_size,\n",
        "        class_mode=class_mode\n",
        "    )\n",
        "    return data_generator\n",
        "\n",
        "\n",
        "def get_train_dataset(size):\n",
        "    path = '/content/imagenette2-320/train'\n",
        "    return read_dataset(path, size)\n",
        "\n",
        "\n",
        "def get_validation_dataset(size):\n",
        "    path = '/content/imagenette2-320/val'\n",
        "    return read_dataset(path, size)\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# import dataset_loader\n",
        "import tensorflow as tf\n",
        "from sklearn.metrics import top_k_accuracy_score\n",
        "from tensorflow import keras\n",
        "from keras.models import Sequential\n",
        "from tensorflow.keras.layers import Input, Conv2D, Dense, Flatten, Dropout"
      ],
      "metadata": {
        "id": "iYvk0iWRIRGb"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "epochs = 1\n",
        "\n",
        "train_data = get_train_dataset(256)\n",
        "test_data = get_validation_dataset(256)"
      ],
      "metadata": {
        "id": "vxRWUHL-nNCV",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7c8dac1d-6aa3-494f-cd26-cdcd4ada1013"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 9469 images belonging to 10 classes.\n",
            "Found 3925 images belonging to 10 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Evaluation on VGG16 model with kernel size 5*5 in last layer instead of 7*7\n",
        "pretrained_model = tf.keras.applications.vgg16.VGG16(\n",
        "    include_top=False,\n",
        "    weights='imagenet',\n",
        "    classes=10,\n",
        "    classifier_activation='softmax'\n",
        "  )\n",
        "\n",
        "for layer in pretrained_model.layers:\n",
        "  layer.trainable = False\n",
        "\n",
        "x = pretrained_model.output\n",
        "x = Conv2D(4096, (5, 5), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(4096, (1,1), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(10, (1, 1), activation='softmax')(x)\n",
        "x = tf.keras.layers.GlobalMaxPooling2D()(x)\n",
        "x = Flatten()(x)\n",
        "\n",
        "# Create a new model\n",
        "model = tf.keras.Model(inputs=pretrained_model.input, outputs=x)\n",
        "model.compile(loss='categorical_crossentropy', optimizer=keras.optimizers.Adam(learning_rate=1e-5), metrics=[keras.metrics.TopKCategoricalAccuracy(k=1, name='top 1%'), keras.metrics.TopKCategoricalAccuracy(k=5, name='top 5%')])\n",
        "\n",
        "score = model.fit(train_data,validation_data=test_data, epochs=epochs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "92tpeFk6LG2S",
        "outputId": "036697e6-5572-4d31-8cd9-01db4777a73d"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "296/296 [==============================] - 107s 352ms/step - loss: 0.5214 - top 1%: 0.8886 - top 5%: 0.9856 - val_loss: 0.3153 - val_top 1%: 0.9409 - val_top 5%: 0.9975\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Evaluation on VGG16 model with kernel size 3*3 in last layer instead of 7*7\n",
        "pretrained_model = tf.keras.applications.vgg16.VGG16(\n",
        "    include_top=False,\n",
        "    weights='imagenet',\n",
        "    classes=10,\n",
        "    classifier_activation='softmax'\n",
        "  )\n",
        "\n",
        "for layer in pretrained_model.layers:\n",
        "  layer.trainable = False\n",
        "\n",
        "x = pretrained_model.output\n",
        "x = Conv2D(4096, (3,3), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(4096, (1,1), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(10, (1, 1), activation='softmax')(x)\n",
        "x = tf.keras.layers.GlobalMaxPooling2D()(x)\n",
        "x = Flatten()(x)\n",
        "\n",
        "# Create a new model\n",
        "model = tf.keras.Model(inputs=pretrained_model.input, outputs=x)\n",
        "model.compile(loss='categorical_crossentropy', optimizer=keras.optimizers.Adam(learning_rate=1e-5), metrics=[keras.metrics.TopKCategoricalAccuracy(k=1, name='top 1%'), keras.metrics.TopKCategoricalAccuracy(k=5, name='top 5%')])\n",
        "\n",
        "score = model.fit(train_data,validation_data=test_data, epochs=5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f5925af8-cec5-4220-923b-c500ab70aeec",
        "id": "gv1jF59JMANu"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/5\n",
            "296/296 [==============================] - 92s 306ms/step - loss: 1.0850 - top 1%: 0.5236 - top 5%: 0.9705 - val_loss: 0.9054 - val_top 1%: 0.6683 - val_top 5%: 0.9934\n",
            "Epoch 2/5\n",
            "296/296 [==============================] - 91s 308ms/step - loss: 0.7481 - top 1%: 0.6623 - top 5%: 0.9997 - val_loss: 0.8992 - val_top 1%: 0.6476 - val_top 5%: 0.9954\n",
            "Epoch 3/5\n",
            "296/296 [==============================] - 111s 374ms/step - loss: 0.6723 - top 1%: 0.6743 - top 5%: 1.0000 - val_loss: 0.9396 - val_top 1%: 0.6535 - val_top 5%: 0.9929\n",
            "Epoch 4/5\n",
            "296/296 [==============================] - 93s 312ms/step - loss: 0.6467 - top 1%: 0.6791 - top 5%: 1.0000 - val_loss: 1.0953 - val_top 1%: 0.6148 - val_top 5%: 0.9926\n",
            "Epoch 5/5\n",
            "296/296 [==============================] - 91s 309ms/step - loss: 0.6341 - top 1%: 0.6804 - top 5%: 1.0000 - val_loss: 1.0281 - val_top 1%: 0.6382 - val_top 5%: 0.9931\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Evaluation on VGG19 model with kernel size 5*5 in last layer instead of 7*7\n",
        "pretrained_model = tf.keras.applications.vgg19.VGG19(\n",
        "    include_top=False,\n",
        "    weights='imagenet',\n",
        "    classes=10,\n",
        "    classifier_activation='softmax'\n",
        "  )\n",
        "\n",
        "for layer in pretrained_model.layers:\n",
        "  layer.trainable = False\n",
        "\n",
        "x = pretrained_model.output\n",
        "x = Conv2D(4096, (5, 5), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(4096, (1,1), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(10, (1, 1), activation='softmax')(x)\n",
        "x = tf.keras.layers.GlobalMaxPooling2D()(x)\n",
        "x = Flatten()(x)\n",
        "\n",
        "# Create a new model\n",
        "model = tf.keras.Model(inputs=pretrained_model.input, outputs=x)\n",
        "model.compile(loss='categorical_crossentropy', optimizer=keras.optimizers.Adam(learning_rate=1e-5), metrics=[keras.metrics.TopKCategoricalAccuracy(k=1, name='top 1%'), keras.metrics.TopKCategoricalAccuracy(k=5, name='top 5%')])\n",
        "\n",
        "score = model.fit(train_data,validation_data=test_data, epochs=epochs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "eb49d90c-becf-4035-a168-30f1e0f5470f",
        "id": "KLHGqEUpQnnk"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "80134624/80134624 [==============================] - 4s 0us/step\n",
            "296/296 [==============================] - 117s 391ms/step - loss: 0.5079 - top 1%: 0.8921 - top 5%: 0.9850 - val_loss: 0.3470 - val_top 1%: 0.9195 - val_top 5%: 0.9964\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Evaluation on VGG19 model with kernel size 3*3 in last layer instead of 7*7\n",
        "pretrained_model = tf.keras.applications.vgg19.VGG19(\n",
        "    include_top=False,\n",
        "    weights='imagenet',\n",
        "    classes=10,\n",
        "    classifier_activation='softmax'\n",
        "  )\n",
        "\n",
        "for layer in pretrained_model.layers:\n",
        "  layer.trainable = False\n",
        "\n",
        "x = pretrained_model.output\n",
        "x = Conv2D(4096, (3,3), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(4096, (1,1), activation='relu', padding='valid')(x)\n",
        "x = Conv2D(10, (1, 1), activation='softmax')(x)\n",
        "x = tf.keras.layers.GlobalMaxPooling2D()(x)\n",
        "x = Flatten()(x)\n",
        "\n",
        "# Create a new model\n",
        "model = tf.keras.Model(inputs=pretrained_model.input, outputs=x)\n",
        "model.compile(loss='categorical_crossentropy', optimizer=keras.optimizers.Adam(learning_rate=1e-5), metrics=[keras.metrics.TopKCategoricalAccuracy(k=1, name='top 1%'), keras.metrics.TopKCategoricalAccuracy(k=5, name='top 5%')])\n",
        "\n",
        "score = model.fit(train_data,validation_data=test_data, epochs=5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ef1e92b1-87da-4107-8852-995314a9622f",
        "id": "7n7Hlh34RbSR"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/5\n",
            "296/296 [==============================] - 120s 401ms/step - loss: 1.0554 - top 1%: 0.5310 - top 5%: 0.9744 - val_loss: 0.9142 - val_top 1%: 0.5725 - val_top 5%: 0.9903\n",
            "Epoch 2/5\n",
            "296/296 [==============================] - 105s 355ms/step - loss: 0.7350 - top 1%: 0.6209 - top 5%: 0.9990 - val_loss: 0.8753 - val_top 1%: 0.6713 - val_top 5%: 0.9918\n",
            "Epoch 3/5\n",
            "296/296 [==============================] - 122s 414ms/step - loss: 0.6753 - top 1%: 0.6414 - top 5%: 0.9999 - val_loss: 0.9719 - val_top 1%: 0.5875 - val_top 5%: 0.9916\n",
            "Epoch 4/5\n",
            "296/296 [==============================] - 121s 409ms/step - loss: 0.6540 - top 1%: 0.6497 - top 5%: 1.0000 - val_loss: 1.1111 - val_top 1%: 0.5832 - val_top 5%: 0.9906\n",
            "Epoch 5/5\n",
            "296/296 [==============================] - 106s 358ms/step - loss: 0.6405 - top 1%: 0.6628 - top 5%: 1.0000 - val_loss: 1.1014 - val_top 1%: 0.5809 - val_top 5%: 0.9913\n"
          ]
        }
      ]
    }
  ]
}