Traffic_Sign_Detection.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#**Comparison Of Deep Learning Models for Traffic Sign Detection**\n",
        "    \n"
      ],
      "metadata": {
        "id": "ns4PVKAWXQn_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Importing Important Libraries"
      ],
      "metadata": {
        "id": "fLPvrbzYMGt1"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nkuu9VTR22X6"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import os\n",
        "\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras.models import Sequential\n",
        "\n",
        "from keras.layers import Input, Lambda, Dense, Flatten\n",
        "from keras.models import Model\n",
        "from keras.preprocessing import image\n",
        "from keras.preprocessing.image import ImageDataGenerator"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Mounting Google Drive"
      ],
      "metadata": {
        "id": "FCfjH555Mphr"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OLMhbsmB3Coq",
        "outputId": "2bca4f43-5b2c-4ce9-aceb-a787475859e9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Link to the DataSet "
      ],
      "metadata": {
        "id": "PqwiqASnpK_S"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YMu1EGV83KTR"
      },
      "outputs": [],
      "source": [
        "#Assiging the images to the directory\n",
        "\n",
        "trafficdata=\"/content/drive/MyDrive/Project/testingtrafficnew\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "94uuzYme3zs5"
      },
      "outputs": [],
      "source": [
        "data_dir =trafficdata"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Data Understanding"
      ],
      "metadata": {
        "id": "PKNQBtmLVy09"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "HM2iY__H4JAK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7d29aeec-2bad-4edb-a0b0-843bd5b09329"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 10192 files belonging to 28 classes.\n"
          ]
        }
      ],
      "source": [
        "data = tf.keras.utils.image_dataset_from_directory(trafficdata) #allows to load your data from directory"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Screenshot of Google Drive"
      ],
      "metadata": {
        "id": "lvXbMo-wVush"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "![Capture 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      ],
      "metadata": {
        "id": "PlIuerWuVXO4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Data Preparation"
      ],
      "metadata": {
        "id": "EtQtj3FwV8iE"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9XU0Y0Dv4kkp"
      },
      "outputs": [],
      "source": [
        "#Resizing the image to desired size\n",
        "batch_size = 32\n",
        "img_height = 224\n",
        "img_width = 224"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Data Splitting"
      ],
      "metadata": {
        "id": "Sm83vXTbWIiM"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dcnmPxJ-4o0S",
        "outputId": "9d315731-7408-4a5f-c693-797b63c2cbfe"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 10192 files belonging to 28 classes.\n",
            "Using 8154 files for training.\n"
          ]
        }
      ],
      "source": [
        "#Splitting the data into Training Data\n",
        "train_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "  data_dir,\n",
        "  validation_split=0.2,\n",
        "  subset=\"training\",\n",
        "  seed=1,\n",
        "  image_size=(img_height, img_width),\n",
        "  batch_size=batch_size)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D0L2AYeQ4sGZ",
        "outputId": "11c9616e-c333-4b70-8278-a5ca1bf2fdba"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 10192 files belonging to 28 classes.\n",
            "Using 2038 files for validation.\n"
          ]
        }
      ],
      "source": [
        "#Splitting the data into Validation Data\n",
        "val_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "  data_dir,\n",
        "  validation_split=0.2,\n",
        "  subset=\"validation\",\n",
        "  seed=1,\n",
        "  image_size=(img_height, img_width),\n",
        "  batch_size=batch_size)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Displays the Names of Classes"
      ],
      "metadata": {
        "id": "uFsceFw0d9y9"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XHkGsCFZ4wWx",
        "outputId": "f7ab743d-3f46-49ba-c8db-5860c02975f3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Bicycles Crossing', 'Children Crossing', 'Dangerous Corners Ahead', 'Dangerous curve left', 'Dangerous curve right', 'Go Straight Or Left', 'Go Straight Or Right', 'Keep Left', 'Keep Right', 'No Overtaking', 'Pedestrians', 'Ramps Ahead', 'Road Works Ahead', 'Road narrows on the right', 'Roundabout Ahead', 'Slippery road', 'Speed limit (100kmh)', 'Speed limit (120kmh)', 'Speed limit (30kmh)', 'Speed limit (50kmh)', 'Speed limit (80kmh)', 'Stop', 'Straight Ahead only', 'Traffic Signals Ahead', 'Turn Left Ahead', 'Turn Right Ahead', 'Wild Animals Crossing', 'Yield']\n"
          ]
        }
      ],
      "source": [
        "class_names = train_ds.class_names\n",
        "print(class_names)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Data Visualization"
      ],
      "metadata": {
        "id": "MRjWPaP5WR7c"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YwqmIk6D4z8p",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 591
        },
        "outputId": "142a6c41-b832-4b31-94c1-2ac19c1ac594"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "#Plotting 9 images in the dataset randomly\n",
        "plt.figure(figsize=(10, 10))\n",
        "for images, labels in train_ds.take(1):\n",
        "  for i in range(9):\n",
        "    ax = plt.subplot(3, 3, i + 1)\n",
        "    plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
        "    plt.title(class_names[labels[i]])\n",
        "    plt.axis(\"off\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "txV375c05DEK",
        "outputId": "abeb1359-f064-4b8d-f571-6e4d1076ff3e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(32, 224, 224, 3)\n",
            "(32,)\n"
          ]
        }
      ],
      "source": [
        "for image_batch, labels_batch in train_ds:\n",
        "  print(image_batch.shape)\n",
        "  print(labels_batch.shape)\n",
        "  break"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ICMeyRG6USo5"
      },
      "source": [
        "#Model-1 VGG-16"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Y0scviulUVLQ"
      },
      "outputs": [],
      "source": [
        "from keras.layers import Input, Conv2D, MaxPooling2D\n",
        "from keras.layers import Dense, Flatten\n",
        "from keras.models import Model\n",
        "\n",
        "_input = Input((224,224,3)) \n",
        "\n",
        "#Adding layers to the model\n",
        "\n",
        "conv1  = Conv2D(filters=64, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(_input)\n",
        "conv2  = Conv2D(filters=64, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv1)\n",
        "pool1  = MaxPooling2D((2, 2))(conv2)\n",
        "\n",
        "conv3  = Conv2D(filters=128, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(pool1)\n",
        "conv4  = Conv2D(filters=128, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv3)\n",
        "pool2  = MaxPooling2D((2, 2))(conv4)\n",
        "\n",
        "conv5  = Conv2D(filters=256, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(pool2)\n",
        "conv6  = Conv2D(filters=256, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv5)\n",
        "conv7  = Conv2D(filters=256, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv6)\n",
        "pool3  = MaxPooling2D((2, 2))(conv7)\n",
        "\n",
        "conv8  = Conv2D(filters=512, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(pool3)\n",
        "conv9  = Conv2D(filters=512, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv8)\n",
        "conv10 = Conv2D(filters=512, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv9)\n",
        "pool4  = MaxPooling2D((2, 2))(conv10)\n",
        "\n",
        "conv11 = Conv2D(filters=512, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(pool4)\n",
        "conv12 = Conv2D(filters=512, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv11)\n",
        "conv13 = Conv2D(filters=512, kernel_size=(3,3), padding=\"same\", activation=\"relu\")(conv12)\n",
        "pool5  = MaxPooling2D((2, 2))(conv13)\n",
        "\n",
        "flat   = Flatten()(pool5)\n",
        "dense1 = Dense(4096, activation=\"relu\")(flat)\n",
        "dense2 = Dense(4096, activation=\"relu\")(dense1)\n",
        "output = Dense(1000, activation=\"softmax\")(dense2)\n",
        "\n",
        "vgg16_model  = Model(inputs=_input, outputs=output)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Model Compilation"
      ],
      "metadata": {
        "id": "bZuD8wXQWbj8"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SJdowrm_UgEX",
        "outputId": "3853144b-27a6-46b7-a227-f3795a28dc0f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_1 (InputLayer)        [(None, 224, 224, 3)]     0         \n",
            "                                                                 \n",
            " conv2d (Conv2D)             (None, 224, 224, 64)      1792      \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 224, 224, 64)      36928     \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 112, 112, 64)     0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 112, 112, 128)     73856     \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 112, 112, 128)     147584    \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 56, 56, 128)      0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_4 (Conv2D)           (None, 56, 56, 256)       295168    \n",
            "                                                                 \n",
            " conv2d_5 (Conv2D)           (None, 56, 56, 256)       590080    \n",
            "                                                                 \n",
            " conv2d_6 (Conv2D)           (None, 56, 56, 256)       590080    \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPooling  (None, 28, 28, 256)      0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_7 (Conv2D)           (None, 28, 28, 512)       1180160   \n",
            "                                                                 \n",
            " conv2d_8 (Conv2D)           (None, 28, 28, 512)       2359808   \n",
            "                                                                 \n",
            " conv2d_9 (Conv2D)           (None, 28, 28, 512)       2359808   \n",
            "                                                                 \n",
            " max_pooling2d_3 (MaxPooling  (None, 14, 14, 512)      0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_10 (Conv2D)          (None, 14, 14, 512)       2359808   \n",
            "                                                                 \n",
            " conv2d_11 (Conv2D)          (None, 14, 14, 512)       2359808   \n",
            "                                                                 \n",
            " conv2d_12 (Conv2D)          (None, 14, 14, 512)       2359808   \n",
            "                                                                 \n",
            " max_pooling2d_4 (MaxPooling  (None, 7, 7, 512)        0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 25088)             0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 4096)              102764544 \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 4096)              16781312  \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 1000)              4097000   \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 138,357,544\n",
            "Trainable params: 138,357,544\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "# tell the model what cost and optimization method to use\n",
        "vgg16_model.compile(\n",
        "  loss='SparseCategoricalCrossentropy',\n",
        "  optimizer='adam',\n",
        "  metrics=['accuracy']\n",
        "  \n",
        ")\n",
        "# view the structure of the model\n",
        "vgg16_model.summary()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Training the model for 10 Epochs"
      ],
      "metadata": {
        "id": "HR1a-X-byrQL"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "C5yu9yRnVCTg",
        "outputId": "fd33ebf9-2a41-4d02-d24f-5d31c0725d0f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "255/255 [==============================] - 4151s 16s/step - loss: 57.3968 - accuracy: 0.0487 - val_loss: 3.3362 - val_accuracy: 0.0520\n",
            "Epoch 2/10\n",
            "255/255 [==============================] - 125s 489ms/step - loss: 3.2844 - accuracy: 0.0603 - val_loss: 2.9534 - val_accuracy: 0.1119\n",
            "Epoch 3/10\n",
            "255/255 [==============================] - 127s 496ms/step - loss: 2.4417 - accuracy: 0.2288 - val_loss: 1.7174 - val_accuracy: 0.4534\n",
            "Epoch 4/10\n",
            "255/255 [==============================] - 127s 497ms/step - loss: 1.4042 - accuracy: 0.5226 - val_loss: 1.1879 - val_accuracy: 0.5839\n",
            "Epoch 5/10\n",
            "255/255 [==============================] - 127s 497ms/step - loss: 1.0123 - accuracy: 0.6430 - val_loss: 1.0152 - val_accuracy: 0.6536\n",
            "Epoch 6/10\n",
            "255/255 [==============================] - 127s 497ms/step - loss: 0.6382 - accuracy: 0.7843 - val_loss: 0.4036 - val_accuracy: 0.8670\n",
            "Epoch 7/10\n",
            "255/255 [==============================] - 127s 497ms/step - loss: 0.2690 - accuracy: 0.9110 - val_loss: 0.1838 - val_accuracy: 0.9411\n",
            "Epoch 8/10\n",
            "255/255 [==============================] - 126s 493ms/step - loss: 0.1357 - accuracy: 0.9567 - val_loss: 0.1210 - val_accuracy: 0.9637\n",
            "Epoch 9/10\n",
            "255/255 [==============================] - 127s 496ms/step - loss: 0.2662 - accuracy: 0.9313 - val_loss: 0.7875 - val_accuracy: 0.7576\n",
            "Epoch 10/10\n",
            "255/255 [==============================] - 127s 495ms/step - loss: 0.1828 - accuracy: 0.9433 - val_loss: 0.1002 - val_accuracy: 0.9711\n"
          ]
        }
      ],
      "source": [
        "epochs=10\n",
        "history = vgg16_model.fit(\n",
        "  train_ds,\n",
        "  validation_data=val_ds,\n",
        "  epochs=epochs\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Plotting the Accuracy and Loss Graphs"
      ],
      "metadata": {
        "id": "SB_O0oFrWiU8"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "AMx-UQD7U8SQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "outputId": "1340ce2a-5b8e-4fd1-a1df-8cf8951bc426"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Training and Validation Accuracy')"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "\n",
        "\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs_range = range(epochs)\n",
        "\n",
        "plt.figure(figsize=(8, 8))\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
        "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
        "plt.legend(loc='lower right')\n",
        "plt.title('Training and Validation Accuracy')\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs_range = range(10)\n",
        "plt.figure(figsize=(8, 8))\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(epochs_range, loss, label='Training Loss')\n",
        "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
        "plt.legend(loc='upper right')\n",
        "plt.title('Training and Validation Loss')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "id": "cGb1BhxZ0Hv7",
        "outputId": "dbee45b3-b935-496a-ff35-8e352bc86447"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Model-2 ResNet 101"
      ],
      "metadata": {
        "id": "xU6d8HI099V2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.applications import ResNet101V2\n",
        "from tensorflow.keras.layers import Dense, Flatten, GlobalAveragePooling2D, BatchNormalization, Dropout\n",
        "from keras.layers import Activation"
      ],
      "metadata": {
        "id": "SGA2O2Ta-30h"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "convlayer=ResNet101V2(input_shape=(224,224,3),weights='imagenet',include_top=False)\n",
        "for layer in convlayer.layers:\n",
        "    layer.trainable=False"
      ],
      "metadata": {
        "id": "rD6Hik369x7k"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Adding Layers to the model"
      ],
      "metadata": {
        "id": "G1HeiTjJye6t"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model=Sequential()\n",
        "model.add(convlayer)\n",
        "model.add(Dropout(0.5))\n",
        "model.add(Flatten())\n",
        "model.add(BatchNormalization())\n",
        "model.add(Dense(2048, kernel_initializer='he_uniform'))\n",
        "model.add(BatchNormalization())\n",
        "model.add(Activation('relu'))\n",
        "model.add(Dropout(0.5))\n",
        "model.add(Dense(1024, kernel_initializer='he_uniform'))\n",
        "model.add(BatchNormalization())\n",
        "model.add(Activation('relu'))\n",
        "model.add(Dropout(0.5))\n",
        "model.add(Dense(225, activation='softmax'))\n",
        "print(model.summary())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yk6n8qQN_X2K",
        "outputId": "38638d08-ac22-4b32-f213-22ea06602a53"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " resnet101v2 (Functional)    (None, 7, 7, 2048)        42626560  \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 7, 7, 2048)        0         \n",
            "                                                                 \n",
            " flatten_3 (Flatten)         (None, 100352)            0         \n",
            "                                                                 \n",
            " batch_normalization_3 (Batc  (None, 100352)           401408    \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " dense_9 (Dense)             (None, 2048)              205522944 \n",
            "                                                                 \n",
            " batch_normalization_4 (Batc  (None, 2048)             8192      \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " activation_2 (Activation)   (None, 2048)              0         \n",
            "                                                                 \n",
            " dropout_4 (Dropout)         (None, 2048)              0         \n",
            "                                                                 \n",
            " dense_10 (Dense)            (None, 1024)              2098176   \n",
            "                                                                 \n",
            " batch_normalization_5 (Batc  (None, 1024)             4096      \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " activation_3 (Activation)   (None, 1024)              0         \n",
            "                                                                 \n",
            " dropout_5 (Dropout)         (None, 1024)              0         \n",
            "                                                                 \n",
            " dense_11 (Dense)            (None, 225)               230625    \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 250,892,001\n",
            "Trainable params: 208,058,593\n",
            "Non-trainable params: 42,833,408\n",
            "_________________________________________________________________\n",
            "None\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Compilation and Training the Model "
      ],
      "metadata": {
        "id": "rzBkch-gWo8F"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "opt=tf.keras.optimizers.RMSprop(learning_rate=0.0001)\n",
        "\n",
        "model.compile(loss='sparse_categorical_crossentropy',\n",
        "              metrics=['accuracy'],\n",
        "              optimizer=opt)\n",
        "\n",
        "#Training the model for 10 epochs\n",
        "\n",
        "history=model.fit(train_ds,\n",
        "                  validation_data=val_ds\n",
        "                  ,epochs=10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fnIs1QEsBiJq",
        "outputId": "d48a6e7a-a172-4f74-ac30-d949a1689aec"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "255/255 [==============================] - 75s 270ms/step - loss: 2.4037 - accuracy: 0.4209 - val_loss: 0.9959 - val_accuracy: 0.7301\n",
            "Epoch 2/10\n",
            "255/255 [==============================] - 68s 267ms/step - loss: 1.0254 - accuracy: 0.6995 - val_loss: 0.7299 - val_accuracy: 0.8243\n",
            "Epoch 3/10\n",
            "255/255 [==============================] - 68s 268ms/step - loss: 0.6728 - accuracy: 0.8087 - val_loss: 0.6882 - val_accuracy: 0.8567\n",
            "Epoch 4/10\n",
            "255/255 [==============================] - 69s 269ms/step - loss: 0.4498 - accuracy: 0.8743 - val_loss: 0.6837 - val_accuracy: 0.8729\n",
            "Epoch 5/10\n",
            "255/255 [==============================] - 69s 269ms/step - loss: 0.3394 - accuracy: 0.9065 - val_loss: 0.6471 - val_accuracy: 0.8916\n",
            "Epoch 6/10\n",
            "255/255 [==============================] - 69s 270ms/step - loss: 0.2534 - accuracy: 0.9300 - val_loss: 0.6193 - val_accuracy: 0.9156\n",
            "Epoch 7/10\n",
            "255/255 [==============================] - 69s 270ms/step - loss: 0.2065 - accuracy: 0.9443 - val_loss: 0.6023 - val_accuracy: 0.9151\n",
            "Epoch 8/10\n",
            "255/255 [==============================] - 69s 270ms/step - loss: 0.1674 - accuracy: 0.9513 - val_loss: 0.6017 - val_accuracy: 0.9205\n",
            "Epoch 9/10\n",
            "255/255 [==============================] - 69s 270ms/step - loss: 0.1369 - accuracy: 0.9604 - val_loss: 0.6207 - val_accuracy: 0.9166\n",
            "Epoch 10/10\n",
            "255/255 [==============================] - 69s 270ms/step - loss: 0.1230 - accuracy: 0.9669 - val_loss: 0.7425 - val_accuracy: 0.9161\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Plotting the Accuracy and Loss Graphs"
      ],
      "metadata": {
        "id": "MquEQHBJWva8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "\n",
        "\n",
        "epochs_range = range(10)\n",
        "\n",
        "plt.figure(figsize=(8, 8))\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
        "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
        "plt.legend(loc='lower right')\n",
        "plt.title('Training and Validation Accuracy')\n"
      ],
      "metadata": {
        "id": "t83SYSL4Be4i",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        },
        "outputId": "6fc959bb-c415-4328-fbd6-482b5abcc478"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Training and Validation Accuracy')"
            ]
          },
          "metadata": {},
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs_range = range(10)\n",
        "plt.figure(figsize=(8, 8))\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(epochs_range, loss, label='Training Loss')\n",
        "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
        "plt.legend(loc='upper right')\n",
        "plt.title('Training and Validation Loss')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "RntnbFTJl0Pu",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "outputId": "d47d042d-5632-41ee-b006-40b19fcc0561"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Comparison of Two Models"
      ],
      "metadata": {
        "id": "KPesEp5JsH8D"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "  \n",
        "# x-coordinates of left sides of bars \n",
        "left = [1, 2]\n",
        "  \n",
        "# heights of bars\n",
        "height = [94.33, 96.69]\n",
        "  \n",
        "# labels for bars\n",
        "tick_label = ['VGG-16', 'ResNet-101']\n",
        "  \n",
        "# plotting a bar chart\n",
        "plt.bar(left, height, tick_label = tick_label,\n",
        "        width = 0.8, color = ['green', 'green'])\n",
        "  \n",
        "# naming the x-axis\n",
        "plt.xlabel('Model')\n",
        "\n",
        "# naming the y-axis\n",
        "plt.ylabel('Accuracy')\n",
        "\n",
        "# plot title\n",
        "plt.title('Comparison of Models')\n",
        "\n",
        "plt.ylim(90,100)\n",
        "\n",
        "# function to show the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "8hGZDR-mscUS",
        "outputId": "b4a48ad4-ec3c-4cf5-df73-818b640424c7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Z8gypNfzuGaA"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "gpuClass": "standard"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}