Arhana_Code.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "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/Arhana_Code.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "CPhokN-SUBE5"
      },
      "outputs": [],
      "source": [
        "#import necessary libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import os\n",
        "import cv2\n",
        "import tensorflow as tf\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tensorflow.keras.layers import Conv2D,Conv2DTranspose,concatenate,MaxPooling2D,Dropout\n",
        "from tensorflow.keras.models import Model\n",
        "import keras.backend as K\n",
        "import seaborn as sns\n",
        "import shutil"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#define the input size that the U-net model expects\n",
        "IMG_WIDTH=256\n",
        "IMG_HEIGHT=256\n",
        "IMG_CHANNELS=3"
      ],
      "metadata": {
        "id": "wttJuQgcUqht"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#download the kaggle dataset\n",
        "!kaggle datasets download nikhilroxtomar/brain-tumor-segmentation"
      ],
      "metadata": {
        "id": "IuAh74_9ZlcL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "89073fa5-7028-412a-8e35-094430eaa2eb"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset URL: https://www.kaggle.com/datasets/nikhilroxtomar/brain-tumor-segmentation\n",
            "License(s): unknown\n",
            "Downloading brain-tumor-segmentation.zip to /content\n",
            "100% 311M/312M [00:16<00:00, 23.3MB/s]\n",
            "100% 312M/312M [00:16<00:00, 20.4MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The dataset will be downloaded in zip format. Unzip it."
      ],
      "metadata": {
        "id": "RNF5u8WaV9bS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip brain-tumor-segmentation.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5OWg2Vd3WCJl",
        "outputId": "70446a0a-e3f5-40d6-b255-c07a4fbba26b"
      },
      "execution_count": 4,
      "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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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#load and initialize data for training the model\n",
        "Original=os.listdir('images')\n",
        "Masks=os.listdir('masks')\n",
        "# Original = Original\n",
        "# Masks = Masks\n",
        "\n",
        "#verify if the number of images and masks matches\n",
        "print(len(Original))\n",
        "print(len(Masks))"
      ],
      "metadata": {
        "id": "pWbQMVsfUtEN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "21052c09-0119-46a7-a878-73965faed591"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3064\n",
            "3064\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#initialize data arrays\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)\n",
        "#the masks represent a binary classification (tumor or non-tumor) for each pixel, and a single channel suffices.\n",
        "print(X.shape)\n",
        "print(y.shape)"
      ],
      "metadata": {
        "id": "O44AGkdNX1dy",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a891d8f0-5c65-475e-e7d4-d12f7a410817"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(3064, 256, 256, 3)\n",
            "(3064, 256, 256, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#iterate through the image filenames\n",
        "for file in Original:\n",
        "    #build image path\n",
        "    n=Original.index(file)\n",
        "    path1=os.path.join('/content/images',file)\n",
        "    print(path1)\n",
        "    #Load and Preprocess Image:\n",
        "    img=cv2.imread(path1)\n",
        "    img=cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
        "    img=cv2.resize(img,(256,256))\n",
        "    #Load and Preprocess Mask\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",
        "    #error handling\n",
        "    except Exception as e:\n",
        "        print(e)\n",
        "        print(path1)"
      ],
      "metadata": {
        "id": "L4Xyd-JPpnG3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "433c6bfb-0110-40ef-eeb6-cde600cdb8c6"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#visualize a random sample of images from the loaded dataset X\n",
        "i = np.random.randint(1, 1000)\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": {
        "id": "FDQrOxpRpruo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "outputId": "6cf22a18-110e-4b04-d7ac-c54b795944ea"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7b91432e8df0>"
            ]
          },
          "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": [
        "#create a new reference to the same underlying data\n",
        "images = X\n",
        "print(images.shape)\n",
        "\n",
        "masks = y\n",
        "masks.shape"
      ],
      "metadata": {
        "id": "JKnX9uNBxLjs",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9c5e81b2-af55-46de-8287-682d09ad8b1f"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(3064, 256, 256, 3)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3064, 256, 256, 1)"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#split the data for training(80%) and testing(20%)\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": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "inputs=tf.keras.layers.Input((256,256,3)) #define input layer\n",
        "\n",
        "s = inputs\n",
        "\n",
        "#Contraction path of the U-net\n",
        "c1 = Conv2D(16, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(s)\n",
        "c1 = Dropout(0.2)(c1)  #to tackle overfitting\n",
        "c1 = Conv2D(16, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(c1)\n",
        "p1 = MaxPooling2D((2, 2))(c1) #Downsample the input along its spatial dimensions by taking the maximum value over an input window (of size defined by pool_size ) for each channel of the input.\n",
        "\n",
        "c2 = Conv2D(32, (3, 3), activation='relu', kernel_initializer='he_normal', padding='same')(p1)\n",
        "c2 = Dropout(0.2)(c2)\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",
        "#Expansive path\n",
        "u6 = Conv2DTranspose(128, (2, 2), strides=(2, 2), padding='same')(c5) #upsample\n",
        "u6 = concatenate([u6, c4]) #merges the upsampled features with the corresponding feature map\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",
        "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)\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)\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) #output layer of the U-net\n",
        "#create a Keras model object\n",
        "model = Model(inputs=[inputs], outputs=[outputs])"
      ],
      "metadata": {
        "id": "3AIkdD90xU3c"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "id": "IIOLCiE5xsOW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d4f8ccd8-ba84-47d3-a6bf-3eac7d40a1d2"
      },
      "execution_count": 12,
      "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": [
        "#compile the U-net model, specifying the optimizer (here Adam optimizer), loss function, and metrics for training.\n",
        "model.compile(optimizer = tf.keras.optimizers.Adam(),\n",
        "              loss='binary_crossentropy', metrics=['accuracy'],\n",
        "              )"
      ],
      "metadata": {
        "id": "mcv-IEC3xvMI"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#train the model using the fit method\n",
        "history=model.fit(X_train, y_train,validation_data = (X_test,y_test),\n",
        "                  epochs=18, batch_size=8\n",
        "                  )"
      ],
      "metadata": {
        "id": "eSwgSArvx2Aa",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a3ce686b-5476-4bc4-88aa-734c0f351db8"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/18\n",
            "307/307 [==============================] - 58s 128ms/step - loss: 0.0784 - accuracy: 0.9821 - val_loss: 0.0746 - val_accuracy: 0.9822\n",
            "Epoch 2/18\n",
            "307/307 [==============================] - 30s 99ms/step - loss: 0.0577 - accuracy: 0.9826 - val_loss: 0.0713 - val_accuracy: 0.9822\n",
            "Epoch 3/18\n",
            "307/307 [==============================] - 32s 103ms/step - loss: 0.0514 - accuracy: 0.9826 - val_loss: 0.0537 - val_accuracy: 0.9822\n",
            "Epoch 4/18\n",
            "307/307 [==============================] - 31s 102ms/step - loss: 0.0473 - accuracy: 0.9835 - val_loss: 0.0552 - val_accuracy: 0.9852\n",
            "Epoch 5/18\n",
            "307/307 [==============================] - 31s 102ms/step - loss: 0.0405 - accuracy: 0.9868 - val_loss: 0.0394 - val_accuracy: 0.9859\n",
            "Epoch 6/18\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0345 - accuracy: 0.9884 - val_loss: 0.0356 - val_accuracy: 0.9883\n",
            "Epoch 7/18\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0308 - accuracy: 0.9893 - val_loss: 0.0290 - val_accuracy: 0.9893\n",
            "Epoch 8/18\n",
            "307/307 [==============================] - 30s 97ms/step - loss: 0.0272 - accuracy: 0.9902 - val_loss: 0.0254 - val_accuracy: 0.9909\n",
            "Epoch 9/18\n",
            "307/307 [==============================] - 30s 97ms/step - loss: 0.0247 - accuracy: 0.9911 - val_loss: 0.0251 - val_accuracy: 0.9909\n",
            "Epoch 10/18\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0232 - accuracy: 0.9916 - val_loss: 0.0231 - val_accuracy: 0.9915\n",
            "Epoch 11/18\n",
            "307/307 [==============================] - 31s 101ms/step - loss: 0.0221 - accuracy: 0.9919 - val_loss: 0.0223 - val_accuracy: 0.9919\n",
            "Epoch 12/18\n",
            "307/307 [==============================] - 30s 97ms/step - loss: 0.0202 - accuracy: 0.9924 - val_loss: 0.0240 - val_accuracy: 0.9922\n",
            "Epoch 13/18\n",
            "307/307 [==============================] - 31s 101ms/step - loss: 0.0204 - accuracy: 0.9926 - val_loss: 0.0222 - val_accuracy: 0.9915\n",
            "Epoch 14/18\n",
            "307/307 [==============================] - 31s 100ms/step - loss: 0.0186 - accuracy: 0.9930 - val_loss: 0.0214 - val_accuracy: 0.9923\n",
            "Epoch 15/18\n",
            "307/307 [==============================] - 30s 97ms/step - loss: 0.0178 - accuracy: 0.9933 - val_loss: 0.0218 - val_accuracy: 0.9920\n",
            "Epoch 16/18\n",
            "307/307 [==============================] - 31s 101ms/step - loss: 0.0171 - accuracy: 0.9936 - val_loss: 0.0194 - val_accuracy: 0.9930\n",
            "Epoch 17/18\n",
            "307/307 [==============================] - 31s 100ms/step - loss: 0.0162 - accuracy: 0.9939 - val_loss: 0.0192 - val_accuracy: 0.9930\n",
            "Epoch 18/18\n",
            "307/307 [==============================] - 30s 98ms/step - loss: 0.0159 - accuracy: 0.9940 - val_loss: 0.0213 - val_accuracy: 0.9923\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#visualize the training and validation accuracy curves of the U-net model\n",
        "sns.set_style('whitegrid')\n",
        "#extract data from history\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) #used as x-axis for the plot\n",
        "#plotting accuracy\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": "c54ff6dc-8f34-4703-cfb6-7643150eb729"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-15-bde774d65790>:12: 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 0x7b90cc61c220>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        },
        {
          "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": [
        "#create a plot visualizing the training and validation loss curves of the U-net model after training\n",
        "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": "a64be706-7e82-4ec5-b437-019b2c5589ad"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-16-0874bfccb9ed>:4: 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",
        "    #image preprocessing\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",
        "    #process the predicted mask\n",
        "    pred_mask = pred_mask[0]\n",
        "\n",
        "\n",
        "    # calculating IOU(Intersection over Union) 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": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set_style('dark')\n",
        "#define path\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",
        "#create subplots\n",
        "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (15, 10))\n",
        "\n",
        "#plot image and mask\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",
        "#display the generated figure containing the subplots with the image, predicted mask, and IoU score.\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "HqQa1L5S4MPs",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 576
        },
        "outputId": "55352d34-260e-4ca5-e983-966b87ff127a"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 2s 2s/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": "49N_3Cl-UPIT"
      },
      "execution_count": 18,
      "outputs": []
    }
  ]
}