BrainTumor_Segmentation.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyPIMfL/Q80ll1935G2aVkCT",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/arhana-k/BrainTumor_Segmentation/blob/main/BrainTumor_Segmentation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CPhokN-SUBE5"
      },
      "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 tensorflow as tf\n",
        "from tensorflow.keras.layers import Conv2D,Conv2DTranspose,concatenate,MaxPooling2D,Dropout\n",
        "from tensorflow.keras.models import Model\n",
        "import shutil\n",
        "IMG_WIDTH=256\n",
        "IMG_HEIGHT=256\n",
        "IMG_CHANNELS=3"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        " !pip install kaggle\n",
        " !mkdir ~/.kaggle\n",
        " !cp kaggle.json ~/.kaggle/\n",
        " !chmod 600 ~/.kaggle/kaggle.json\n",
        " !kaggle datasets download nikhilroxtomar/brain-tumor-segmentation"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IuAh74_9ZlcL",
        "outputId": "334f2c0c-8cb8-45ed-ab8f-6f4e3421df8a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.10/dist-packages (1.6.14)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.16.0)\n",
            "Requirement already satisfied: certifi>=2023.7.22 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2024.2.2)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.8.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.31.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from kaggle) (4.66.4)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.10/dist-packages (from kaggle) (8.0.4)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.0.7)\n",
            "Requirement already satisfied: bleach in /usr/local/lib/python3.10/dist-packages (from kaggle) (6.1.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from bleach->kaggle) (0.5.1)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.10/dist-packages (from python-slugify->kaggle) (1.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.7)\n",
            "cp: cannot stat 'kaggle.json': No such file or directory\n",
            "chmod: cannot access '/root/.kaggle/kaggle.json': No such file or directory\n",
            "Dataset URL: https://www.kaggle.com/datasets/nikhilroxtomar/brain-tumor-segmentation\n",
            "License(s): unknown\n",
            "Downloading brain-tumor-segmentation.zip to /content\n",
            " 99% 308M/312M [00:02<00:00, 137MB/s]\n",
            "100% 312M/312M [00:02<00:00, 132MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip brain-tumor-segmentation.zip\n",
        "Original=os.listdir('images')\n",
        "Masks=os.listdir('masks')\n",
        "Original = Original\n",
        "Masks = Masks\n",
        "print(len(Original))\n",
        "print(len(Masks))\n",
        "\n",
        "X=np.zeros((len(Original),IMG_HEIGHT,IMG_WIDTH,IMG_CHANNELS), dtype=np.float32)\n",
        "y=np.zeros((len(Masks),IMG_HEIGHT,IMG_WIDTH,1), dtype=np.int32)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pWbQMVsfUtEN",
        "outputId": "666f8e2d-3b10-42f5-e987-afc8f08e4d96"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: masks/97.png            \n",
            "  inflating: masks/970.png           \n",
            "  inflating: masks/971.png           \n",
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            "  inflating: masks/989.png           \n",
            "  inflating: masks/99.png            \n",
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            "  inflating: masks/998.png           \n",
            "  inflating: masks/999.png           \n",
            "3064\n",
            "3064\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(X.shape)\n",
        "print(y.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "goQm5wXyoGqt",
        "outputId": "ecea79c1-2304-47ef-8122-786dc38fd9e5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(3064, 256, 256, 3)\n",
            "(3064, 256, 256, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import cv2\n",
        "import numpy as np\n",
        "for file in Original:\n",
        "    n=Original.index(file)\n",
        "    path1=os.path.join('/content/images',file)\n",
        "    print(path1)\n",
        "    img=cv2.imread(path1)\n",
        "    img=cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
        "    img=cv2.resize(img,(256,256))\n",
        "    try:\n",
        "        X[n]=img/255\n",
        "        file2=Masks[n]\n",
        "        path2=os.path.join('/content/masks',file2)\n",
        "        mask=cv2.imread(path2,cv2.IMREAD_GRAYSCALE)\n",
        "        mask=cv2.resize(mask,(256,256))\n",
        "        mask = tf.one_hot(mask, 1, dtype=tf.int32)\n",
        "        y[n] = mask\n",
        "    except Exception as e:\n",
        "        print(e)\n",
        "        print(path1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L4Xyd-JPpnG3",
        "outputId": "b73fd480-48da-402b-81cf-34bbf561b254"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "i = np.random.randint(1, 100)\n",
        "plt.figure(figsize = (12,15))\n",
        "plt.subplot(141)\n",
        "plt.imshow(X[i])\n",
        "\n",
        "plt.subplot(142)\n",
        "plt.imshow(X[i+1])\n",
        "\n",
        "plt.subplot(143)\n",
        "plt.imshow(X[i+2])\n",
        "\n",
        "plt.subplot(144)\n",
        "plt.imshow(X[i+3])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "FDQrOxpRpruo",
        "outputId": "706acdc9-7257-4bd5-f629-76bc005bff6f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7974c8b89570>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1500 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "images = X\n",
        "\n",
        "print(images.shape)"
      ],
      "metadata": {
        "id": "JKnX9uNBxLjs",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e57c0646-5e3a-4c9f-c9de-296e8c1ac9fa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(3064, 256, 256, 3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "masks = y\n",
        "masks.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eOSR-yxnxP9g",
        "outputId": "bd226518-0c4b-4a24-e219-a74aa5a5527c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3064, 256, 256, 1)"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train,X_test,y_train,y_test=train_test_split(images,masks,test_size=0.2,random_state=42)"
      ],
      "metadata": {
        "id": "qznxdG0fxSLb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "inputs=tf.keras.layers.Input((256,256,3))\n",
        "\n",
        "\n",
        "s = inputs\n",
        "\n",
        "c1 = Conv2D(16, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(s)\n",
        "c1 = Dropout(0.2)(c1)  # Original 0.1\n",
        "c1 = Conv2D(16, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c1)\n",
        "p1 = MaxPooling2D((2, 2))(c1)\n",
        "\n",
        "c2 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(p1)\n",
        "c2 = Dropout(0.2)(c2)  # Original 0.1\n",
        "c2 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c2)\n",
        "p2 = MaxPooling2D((2, 2))(c2)\n",
        "\n",
        "c3 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(p2)\n",
        "c3 = Dropout(0.2)(c3)\n",
        "c3 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c3)\n",
        "p3 = MaxPooling2D((2, 2))(c3)\n",
        "\n",
        "c4 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(p3)\n",
        "c4 = Dropout(0.2)(c4)\n",
        "c4 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c4)\n",
        "p4 = MaxPooling2D(pool_size=(2, 2))(c4)\n",
        "\n",
        "c5 = Conv2D(256, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(p4)\n",
        "c5 = Dropout(0.3)(c5)\n",
        "c5 = Conv2D(256, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c5)\n",
        "\n",
        "u6 = Conv2DTranspose(128, (2, 2), strides=(2, 2), padding='same')(c5)\n",
        "u6 = concatenate([u6, c4])\n",
        "c6 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(u6)\n",
        "c6 = Dropout(0.2)(c6)\n",
        "c6 = Conv2D(128, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c6)\n",
        "\n",
        "#Expansive path\n",
        "\n",
        "u7 = Conv2DTranspose(64, (2, 2), strides=(2, 2), padding='same')(c6)\n",
        "u7 = concatenate([u7, c3])\n",
        "c7 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(u7)\n",
        "c7 = Dropout(0.2)(c7)\n",
        "c7 = Conv2D(64, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c7)\n",
        "\n",
        "u8 = Conv2DTranspose(32, (2, 2), strides=(2, 2), padding='same')(c7)\n",
        "u8 = concatenate([u8, c2])\n",
        "c8 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(u8)\n",
        "c8 = Dropout(0.2)(c8)  # Original 0.1\n",
        "c8 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c8)\n",
        "\n",
        "u9 = Conv2DTranspose(16, (2, 2), strides=(2, 2), padding='same')(c8)\n",
        "u9 = concatenate([u9, c1], axis=3)\n",
        "c9 = Conv2D(16, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(u9)\n",
        "c9 = Dropout(0.2)(c9)  # Original 0.1\n",
        "c9 = Conv2D(16, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c9)\n",
        "\n",
        "outputs = Conv2D(1,(1, 1),activation='sigmoid')(c9)\n",
        "\n",
        "model = Model(inputs=[inputs], outputs=[outputs])"
      ],
      "metadata": {
        "id": "3AIkdD90xU3c"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IIOLCiE5xsOW",
        "outputId": "ddb0a517-1ba6-4e50-aecf-dd02bebaa3da"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model\"\n",
            "__________________________________________________________________________________________________\n",
            " Layer (type)                Output Shape                 Param #   Connected to                  \n",
            "==================================================================================================\n",
            " input_1 (InputLayer)        [(None, 256, 256, 3)]        0         []                            \n",
            "                                                                                                  \n",
            " conv2d (Conv2D)             (None, 256, 256, 16)         448       ['input_1[0][0]']             \n",
            "                                                                                                  \n",
            " dropout (Dropout)           (None, 256, 256, 16)         0         ['conv2d[0][0]']              \n",
            "                                                                                                  \n",
            " conv2d_1 (Conv2D)           (None, 256, 256, 16)         2320      ['dropout[0][0]']             \n",
            "                                                                                                  \n",
            " max_pooling2d (MaxPooling2  (None, 128, 128, 16)         0         ['conv2d_1[0][0]']            \n",
            " D)                                                                                               \n",
            "                                                                                                  \n",
            " conv2d_2 (Conv2D)           (None, 128, 128, 32)         4640      ['max_pooling2d[0][0]']       \n",
            "                                                                                                  \n",
            " dropout_1 (Dropout)         (None, 128, 128, 32)         0         ['conv2d_2[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_3 (Conv2D)           (None, 128, 128, 32)         9248      ['dropout_1[0][0]']           \n",
            "                                                                                                  \n",
            " max_pooling2d_1 (MaxPoolin  (None, 64, 64, 32)           0         ['conv2d_3[0][0]']            \n",
            " g2D)                                                                                             \n",
            "                                                                                                  \n",
            " conv2d_4 (Conv2D)           (None, 64, 64, 64)           18496     ['max_pooling2d_1[0][0]']     \n",
            "                                                                                                  \n",
            " dropout_2 (Dropout)         (None, 64, 64, 64)           0         ['conv2d_4[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_5 (Conv2D)           (None, 64, 64, 64)           36928     ['dropout_2[0][0]']           \n",
            "                                                                                                  \n",
            " max_pooling2d_2 (MaxPoolin  (None, 32, 32, 64)           0         ['conv2d_5[0][0]']            \n",
            " g2D)                                                                                             \n",
            "                                                                                                  \n",
            " conv2d_6 (Conv2D)           (None, 32, 32, 128)          73856     ['max_pooling2d_2[0][0]']     \n",
            "                                                                                                  \n",
            " dropout_3 (Dropout)         (None, 32, 32, 128)          0         ['conv2d_6[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_7 (Conv2D)           (None, 32, 32, 128)          147584    ['dropout_3[0][0]']           \n",
            "                                                                                                  \n",
            " max_pooling2d_3 (MaxPoolin  (None, 16, 16, 128)          0         ['conv2d_7[0][0]']            \n",
            " g2D)                                                                                             \n",
            "                                                                                                  \n",
            " conv2d_8 (Conv2D)           (None, 16, 16, 256)          295168    ['max_pooling2d_3[0][0]']     \n",
            "                                                                                                  \n",
            " dropout_4 (Dropout)         (None, 16, 16, 256)          0         ['conv2d_8[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_9 (Conv2D)           (None, 16, 16, 256)          590080    ['dropout_4[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_transpose (Conv2DTr  (None, 32, 32, 128)          131200    ['conv2d_9[0][0]']            \n",
            " anspose)                                                                                         \n",
            "                                                                                                  \n",
            " concatenate (Concatenate)   (None, 32, 32, 256)          0         ['conv2d_transpose[0][0]',    \n",
            "                                                                     'conv2d_7[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_10 (Conv2D)          (None, 32, 32, 128)          295040    ['concatenate[0][0]']         \n",
            "                                                                                                  \n",
            " dropout_5 (Dropout)         (None, 32, 32, 128)          0         ['conv2d_10[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_11 (Conv2D)          (None, 32, 32, 128)          147584    ['dropout_5[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_transpose_1 (Conv2D  (None, 64, 64, 64)           32832     ['conv2d_11[0][0]']           \n",
            " Transpose)                                                                                       \n",
            "                                                                                                  \n",
            " concatenate_1 (Concatenate  (None, 64, 64, 128)          0         ['conv2d_transpose_1[0][0]',  \n",
            " )                                                                   'conv2d_5[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_12 (Conv2D)          (None, 64, 64, 64)           73792     ['concatenate_1[0][0]']       \n",
            "                                                                                                  \n",
            " dropout_6 (Dropout)         (None, 64, 64, 64)           0         ['conv2d_12[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_13 (Conv2D)          (None, 64, 64, 64)           36928     ['dropout_6[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_transpose_2 (Conv2D  (None, 128, 128, 32)         8224      ['conv2d_13[0][0]']           \n",
            " Transpose)                                                                                       \n",
            "                                                                                                  \n",
            " concatenate_2 (Concatenate  (None, 128, 128, 64)         0         ['conv2d_transpose_2[0][0]',  \n",
            " )                                                                   'conv2d_3[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_14 (Conv2D)          (None, 128, 128, 32)         18464     ['concatenate_2[0][0]']       \n",
            "                                                                                                  \n",
            " dropout_7 (Dropout)         (None, 128, 128, 32)         0         ['conv2d_14[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_15 (Conv2D)          (None, 128, 128, 32)         9248      ['dropout_7[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_transpose_3 (Conv2D  (None, 256, 256, 16)         2064      ['conv2d_15[0][0]']           \n",
            " Transpose)                                                                                       \n",
            "                                                                                                  \n",
            " concatenate_3 (Concatenate  (None, 256, 256, 32)         0         ['conv2d_transpose_3[0][0]',  \n",
            " )                                                                   'conv2d_1[0][0]']            \n",
            "                                                                                                  \n",
            " conv2d_16 (Conv2D)          (None, 256, 256, 16)         4624      ['concatenate_3[0][0]']       \n",
            "                                                                                                  \n",
            " dropout_8 (Dropout)         (None, 256, 256, 16)         0         ['conv2d_16[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_17 (Conv2D)          (None, 256, 256, 16)         2320      ['dropout_8[0][0]']           \n",
            "                                                                                                  \n",
            " conv2d_18 (Conv2D)          (None, 256, 256, 1)          17        ['conv2d_17[0][0]']           \n",
            "                                                                                                  \n",
            "==================================================================================================\n",
            "Total params: 1941105 (7.40 MB)\n",
            "Trainable params: 1941105 (7.40 MB)\n",
            "Non-trainable params: 0 (0.00 Byte)\n",
            "__________________________________________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer = tf.keras.optimizers.Adam(),\n",
        "              loss='binary_crossentropy', metrics=['accuracy'],\n",
        "              )"
      ],
      "metadata": {
        "id": "mcv-IEC3xvMI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import keras.backend as K\n",
        "\n",
        "#spe=len(image_generator)//batch_size,\n",
        "#vs=len(mask_generator)//batch_size,\n",
        "\n",
        "history=model.fit(X_train, y_train,validation_data = (X_test,y_test),\n",
        "                  epochs=18, batch_size=8\n",
        "                  )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eSwgSArvx2Aa",
        "outputId": "3a869fa4-2d87-48d2-8d2a-d912487104b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20\n",
            "307/307 [==============================] - 59s 127ms/step - loss: 0.0969 - accuracy: 0.9802 - val_loss: 0.0668 - val_accuracy: 0.9822\n",
            "Epoch 2/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0600 - accuracy: 0.9826 - val_loss: 0.0631 - val_accuracy: 0.9822\n",
            "Epoch 3/20\n",
            "307/307 [==============================] - 30s 99ms/step - loss: 0.0523 - accuracy: 0.9833 - val_loss: 0.0644 - val_accuracy: 0.9841\n",
            "Epoch 4/20\n",
            "307/307 [==============================] - 32s 103ms/step - loss: 0.0454 - accuracy: 0.9859 - val_loss: 0.0463 - val_accuracy: 0.9864\n",
            "Epoch 5/20\n",
            "307/307 [==============================] - 31s 99ms/step - loss: 0.0389 - accuracy: 0.9872 - val_loss: 0.0474 - val_accuracy: 0.9855\n",
            "Epoch 6/20\n",
            "307/307 [==============================] - 31s 102ms/step - loss: 0.0333 - accuracy: 0.9886 - val_loss: 0.0412 - val_accuracy: 0.9882\n",
            "Epoch 7/20\n",
            "307/307 [==============================] - 30s 99ms/step - loss: 0.0294 - accuracy: 0.9897 - val_loss: 0.0333 - val_accuracy: 0.9887\n",
            "Epoch 8/20\n",
            "307/307 [==============================] - 30s 99ms/step - loss: 0.0269 - accuracy: 0.9905 - val_loss: 0.0288 - val_accuracy: 0.9900\n",
            "Epoch 9/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0241 - accuracy: 0.9912 - val_loss: 0.0268 - val_accuracy: 0.9909\n",
            "Epoch 10/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0232 - accuracy: 0.9916 - val_loss: 0.0242 - val_accuracy: 0.9913\n",
            "Epoch 11/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0210 - accuracy: 0.9923 - val_loss: 0.0236 - val_accuracy: 0.9914\n",
            "Epoch 12/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0199 - accuracy: 0.9926 - val_loss: 0.0237 - val_accuracy: 0.9918\n",
            "Epoch 13/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0192 - accuracy: 0.9928 - val_loss: 0.0222 - val_accuracy: 0.9920\n",
            "Epoch 14/20\n",
            "307/307 [==============================] - 31s 101ms/step - loss: 0.0175 - accuracy: 0.9934 - val_loss: 0.0228 - val_accuracy: 0.9919\n",
            "Epoch 15/20\n",
            "307/307 [==============================] - 31s 101ms/step - loss: 0.0170 - accuracy: 0.9936 - val_loss: 0.0201 - val_accuracy: 0.9924\n",
            "Epoch 16/20\n",
            "307/307 [==============================] - 30s 97ms/step - loss: 0.0159 - accuracy: 0.9939 - val_loss: 0.0218 - val_accuracy: 0.9921\n",
            "Epoch 17/20\n",
            "307/307 [==============================] - 30s 97ms/step - loss: 0.0155 - accuracy: 0.9941 - val_loss: 0.0212 - val_accuracy: 0.9924\n",
            "Epoch 18/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0141 - accuracy: 0.9946 - val_loss: 0.0190 - val_accuracy: 0.9931\n",
            "Epoch 19/20\n",
            "307/307 [==============================] - 31s 101ms/step - loss: 0.0149 - accuracy: 0.9944 - val_loss: 0.0223 - val_accuracy: 0.9920\n",
            "Epoch 20/20\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0142 - accuracy: 0.9945 - val_loss: 0.0202 - val_accuracy: 0.9925\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "sns.set_style('darkgrid')\n",
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs = range(1, len(acc) + 1)\n",
        "\n",
        "plt.plot(epochs, acc, 'b', label='Training acc')\n",
        "plt.plot(epochs, val_acc, 'b', color='green',label='Validation acc')\n",
        "plt.title('Training and validation accuracy')\n",
        "plt.legend()"
      ],
      "metadata": {
        "id": "GRgcjaMWx4rI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "outputId": "c553e0d6-4538-4758-fd00-0cbb3b50c491"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-16-8caf48e65429>:11: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"b\" (-> color=(0.0, 0.0, 1.0, 1)). The keyword argument will take precedence.\n",
            "  plt.plot(epochs, val_acc, 'b', color='green',label='Validation acc')\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x797382005e10>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure()\n",
        "plt.plot(epochs, loss, 'b', label='Training loss')\n",
        "plt.plot(epochs, val_loss, 'b', color = 'green', label='Validation loss')\n",
        "plt.title('Training and validation loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "YFswl_ALyYFF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "outputId": "33f6e7a1-fe84-49ca-94f3-39dfc7a82954"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-17-07a6694458de>:3: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"b\" (-> color=(0.0, 0.0, 1.0, 1)). The keyword argument will take precedence.\n",
            "  plt.plot(epochs, val_loss, 'b', color = 'green', label='Validation loss')\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def predict_image(img_path, mask_path, model):\n",
        "    H = 256\n",
        "    W = 256\n",
        "    num_classes = 1\n",
        "\n",
        "    img = cv2.imread(img_path)\n",
        "    img = img[:256, :256, :]\n",
        "    img = img / 255.0\n",
        "    img = img.astype(np.float32)\n",
        "\n",
        "\n",
        "    ## Prediction\n",
        "    pred_mask = model.predict(np.expand_dims(img, axis=0))\n",
        "    #pred_mask = np.argmax(pred_mask, axis=-1)\n",
        "    pred_mask = pred_mask[0]\n",
        "\n",
        "\n",
        "    # calculating IOU score\n",
        "    inter = np.logical_and(mask, pred_mask)\n",
        "    union = np.logical_or(mask, pred_mask)\n",
        "\n",
        "    iou = inter.sum() / union.sum()\n",
        "\n",
        "    return img, mask, pred_mask, iou"
      ],
      "metadata": {
        "id": "bza1wPu805Q2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set_style('dark')\n",
        "img_path = '/content/images/1000.png'\n",
        "mask_path = '/content/masks/1000.png'\n",
        "\n",
        "img, mask, pred_mask, iou = predict_image(img_path, mask_path, model)\n",
        "\n",
        "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (15, 10))\n",
        "\n",
        "ax1.set_title(\"Input Image\")\n",
        "ax1.imshow(img)\n",
        "\n",
        "ax2.set_title(\"Predicted mask with IOU score %.2f\"%(iou))\n",
        "ax2.imshow(pred_mask, cmap='gray')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 628
        },
        "id": "HqQa1L5S4MPs",
        "outputId": "6bf49cfe-350f-47f5-d1ec-d8792628d9e2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 1s 1s/step\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "v3PWiPA94Y_Y"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}