U_NetRoadSegmentation.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "U_NetRoadSegmentation.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 2",
      "language": "python",
      "name": "python2"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 2
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython2",
      "version": "2.7.15+"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "5fMyiz26AHdj"
      },
      "source": [
        "# Libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "BNV_HkFBBBJU",
        "colab": {}
      },
      "source": [
        "import cv2 # For CV operations\n",
        "from PIL import Image  #To create and store images\n",
        "import numpy as np\n",
        "\n",
        "#To binarize the input\n",
        "import h5py\n",
        "import os"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "MQ9ehyweCgPZ"
      },
      "source": [
        "### Mapping the Drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "J_bdjIA0Cjzj",
        "outputId": "48f738cc-4d72-416c-9227-476d7ef65b78",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 127
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "O4gs3JGVCuqO",
        "outputId": "bf53aca2-13b8-4311-d0c0-fef9535cbfac",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "%cd drive/My Drive/dataset/"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/My Drive/dataset\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "kJD_pPnXB4a7"
      },
      "source": [
        "## Resizing the Images (Input) (Satellite Images)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z4aZmYnqNsfa",
        "colab_type": "code",
        "outputId": "28ca6fcc-9a47-4f8d-d341-04a30288a812",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "os.getcwd()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'/content/drive/My Drive/dataset'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "wSa4vX9-CFhv",
        "outputId": "91993e4a-682b-4fcd-ff08-91594e5b92fd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# Resizing each image (1500 * 1500) to image (256 * 256) and converting the ground truths to binary masks\n",
        "\n",
        "originalImages = os.listdir(\"Training/TrainingInput\")\n",
        "dim = (256, 256) #(w,h)\n",
        "import pdb\n",
        "\n",
        "for index,image in enumerate(originalImages):\n",
        "    print(\"Reading Image : \" + str(image) +\" with Index : \"+str(index))\n",
        "    \n",
        "    readImage = cv2.imread(\"Training/TrainingInput/\" + str(image), 1)\n",
        "    resizedImage = cv2.resize(readImage, dim, interpolation=cv2.INTER_AREA)\n",
        "    \n",
        "    imageName = str(image).split(\".\")[0]\n",
        "    print(\"Shape of resized Image is : \", resizedImage.shape)\n",
        "    \n",
        "    #Converting to .png and Storing resized image to a directory\n",
        "    cv2.imwrite(os.getcwd() + \"/TrainingImages/\" + imageName + \".png\", resizedImage)\n",
        "    print(\"Resized and Stored Image : \" + str(image) +\" with Index : \"+str(index))\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading Image : 11428660_15.tiff with Index : 0\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11428660_15.tiff with Index : 0\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21178930_15.tiff with Index : 1\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 16228945_15.tiff with Index : 291\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23729110_15.tiff with Index : 428\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 16978930_15.tiff with Index : 529\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26728735_15.tiff with Index : 536\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11578735_15.tiff with Index : 542\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17428975_15.tiff with Index : 621\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21479005_15.tiff with Index : 624\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26128750_15.tiff with Index : 627\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10678720_15.tiff with Index : 628\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10528705_15.tiff with Index : 632\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18628900_15.tiff with Index : 635\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11278825_15.tiff with Index : 655\n",
            "Reading Image : 20729005_15.tiff with Index : 656\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20729005_15.tiff with Index : 656\n",
            "Reading Image : 23128900_15.tiff with Index : 657\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23128900_15.tiff with Index : 657\n",
            "Reading Image : 18778720_15.tiff with Index : 658\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18778720_15.tiff with Index : 658\n",
            "Reading Image : 23278975_15.tiff with Index : 659\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23278975_15.tiff with Index : 659\n",
            "Reading Image : 26128735_15.tiff with Index : 660\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26128735_15.tiff with Index : 660\n",
            "Reading Image : 12478810_15.tiff with Index : 661\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 12478810_15.tiff with Index : 661\n",
            "Reading Image : 17428885_15.tiff with Index : 662\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428885_15.tiff with Index : 662\n",
            "Reading Image : 11428825_15.tiff with Index : 663\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11428825_15.tiff with Index : 663\n",
            "Reading Image : 11128645_15.tiff with Index : 664\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11128645_15.tiff with Index : 664\n",
            "Reading Image : 22679065_15.tiff with Index : 665\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22679065_15.tiff with Index : 665\n",
            "Reading Image : 23428555_15.tiff with Index : 666\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23428555_15.tiff with Index : 666\n",
            "Reading Image : 21478990_15.tiff with Index : 667\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21478990_15.tiff with Index : 667\n",
            "Reading Image : 12178720_15.tiff with Index : 668\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 12178720_15.tiff with Index : 668\n",
            "Reading Image : 17428960_15.tiff with Index : 669\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428960_15.tiff with Index : 669\n",
            "Reading Image : 18628720_15.tiff with Index : 670\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18628720_15.tiff with Index : 670\n",
            "Reading Image : 17128930_15.tiff with Index : 671\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17128930_15.tiff with Index : 671\n",
            "Reading Image : 21779065_15.tiff with Index : 672\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21779065_15.tiff with Index : 672\n",
            "Reading Image : 10228780_15.tiff with Index : 673\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10228780_15.tiff with Index : 673\n",
            "Reading Image : 17428735_15.tiff with Index : 674\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428735_15.tiff with Index : 674\n",
            "Reading Image : 20429005_15.tiff with Index : 675\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20429005_15.tiff with Index : 675\n",
            "Reading Image : 22379440_15.tiff with Index : 676\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22379440_15.tiff with Index : 676\n",
            "Reading Image : 21629050_15.tiff with Index : 677\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21629050_15.tiff with Index : 677\n",
            "Reading Image : 23129020_15.tiff with Index : 678\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23129020_15.tiff with Index : 678\n",
            "Reading Image : 17728765_15.tiff with Index : 679\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17728765_15.tiff with Index : 679\n",
            "Reading Image : 23729035_15.tiff with Index : 680\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23729035_15.tiff with Index : 680\n",
            "Reading Image : 23428915_15.tiff with Index : 681\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23428915_15.tiff with Index : 681\n",
            "Reading Image : 20428870_15.tiff with Index : 682\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20428870_15.tiff with Index : 682\n",
            "Reading Image : 11878750_15.tiff with Index : 683\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11878750_15.tiff with Index : 683\n",
            "Reading Image : 26728720_15.tiff with Index : 684\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26728720_15.tiff with Index : 684\n",
            "Reading Image : 24029005_15.tiff with Index : 685\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24029005_15.tiff with Index : 685\n",
            "Reading Image : 24329110_15.tiff with Index : 686\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24329110_15.tiff with Index : 686\n",
            "Reading Image : 18178900_15.tiff with Index : 687\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18178900_15.tiff with Index : 687\n",
            "Reading Image : 23428900_15.tiff with Index : 688\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23428900_15.tiff with Index : 688\n",
            "Reading Image : 21028975_15.tiff with Index : 689\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21028975_15.tiff with Index : 689\n",
            "Reading Image : 23579125_15.tiff with Index : 690\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23579125_15.tiff with Index : 690\n",
            "Reading Image : 18628915_15.tiff with Index : 691\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18628915_15.tiff with Index : 691\n",
            "Reading Image : 15928915_15.tiff with Index : 692\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24479230_15.tiff with Index : 693\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11428810_15.tiff with Index : 694\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23878960_15.tiff with Index : 695\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878960_15.tiff with Index : 695\n",
            "Reading Image : 23578825_15.tiff with Index : 696\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23578825_15.tiff with Index : 696\n",
            "Reading Image : 24478765_15.tiff with Index : 697\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24478765_15.tiff with Index : 697\n",
            "Reading Image : 17878870_15.tiff with Index : 698\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17878870_15.tiff with Index : 698\n",
            "Reading Image : 18028780_15.tiff with Index : 699\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22528960_15.tiff with Index : 700\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22528960_15.tiff with Index : 700\n",
            "Reading Image : 18178765_15.tiff with Index : 701\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18178765_15.tiff with Index : 701\n",
            "Reading Image : 15778915_15.tiff with Index : 702\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23129155_15.tiff with Index : 703\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21629005_15.tiff with Index : 704\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21629005_15.tiff with Index : 704\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10978690_15.tiff with Index : 706\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978690_15.tiff with Index : 706\n",
            "Reading Image : 11428705_15.tiff with Index : 707\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11428705_15.tiff with Index : 707\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 25529260_15.tiff with Index : 709\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21928915_15.tiff with Index : 711\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22828990_15.tiff with Index : 712\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23428840_15.tiff with Index : 713\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23428840_15.tiff with Index : 713\n",
            "Reading Image : 21778990_15.tiff with Index : 714\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17278930_15.tiff with Index : 715\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10828750_15.tiff with Index : 716\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17728945_15.tiff with Index : 717\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26429245_15.tiff with Index : 718\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22379425_15.tiff with Index : 719\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22228945_15.tiff with Index : 720\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22228945_15.tiff with Index : 720\n",
            "Reading Image : 23728480_15.tiff with Index : 721\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22378975_15.tiff with Index : 722\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22529425_15.tiff with Index : 723\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10978945_15.tiff with Index : 724\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10828900_15.tiff with Index : 725\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23428975_15.tiff with Index : 726\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 25379290_15.tiff with Index : 727\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25379290_15.tiff with Index : 727\n",
            "Reading Image : 23878495_15.tiff with Index : 728\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878495_15.tiff with Index : 728\n",
            "Reading Image : 24329260_15.tiff with Index : 729\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24329260_15.tiff with Index : 729\n",
            "Reading Image : 21779050_15.tiff with Index : 730\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21779050_15.tiff with Index : 730\n",
            "Reading Image : 22978915_15.tiff with Index : 731\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22978915_15.tiff with Index : 731\n",
            "Reading Image : 26578705_15.tiff with Index : 732\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26578705_15.tiff with Index : 732\n",
            "Reading Image : 24778855_15.tiff with Index : 733\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24778855_15.tiff with Index : 733\n",
            "Reading Image : 26278780_15.tiff with Index : 734\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26278780_15.tiff with Index : 734\n",
            "Reading Image : 10978840_15.tiff with Index : 735\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978840_15.tiff with Index : 735\n",
            "Reading Image : 18478945_15.tiff with Index : 736\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18478945_15.tiff with Index : 736\n",
            "Reading Image : 22978855_15.tiff with Index : 737\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22978855_15.tiff with Index : 737\n",
            "Reading Image : 20278870_15.tiff with Index : 738\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20278870_15.tiff with Index : 738\n",
            "Reading Image : 11728660_15.tiff with Index : 739\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11728660_15.tiff with Index : 739\n",
            "Reading Image : 23579155_15.tiff with Index : 740\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23579155_15.tiff with Index : 740\n",
            "Reading Image : 23878915_15.tiff with Index : 741\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878915_15.tiff with Index : 741\n",
            "Reading Image : 21929080_15.tiff with Index : 742\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21929080_15.tiff with Index : 742\n",
            "Reading Image : 23879005_15.tiff with Index : 743\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23879005_15.tiff with Index : 743\n",
            "Reading Image : 16378825_15.tiff with Index : 744\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16378825_15.tiff with Index : 744\n",
            "Reading Image : 11428795_15.tiff with Index : 745\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11428795_15.tiff with Index : 745\n",
            "Reading Image : 23429110_15.tiff with Index : 746\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23429110_15.tiff with Index : 746\n",
            "Reading Image : 15628855_15.tiff with Index : 747\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 15628855_15.tiff with Index : 747\n",
            "Reading Image : 12178735_15.tiff with Index : 748\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 12178735_15.tiff with Index : 748\n",
            "Reading Image : 26578675_15.tiff with Index : 749\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26578675_15.tiff with Index : 749\n",
            "Reading Image : 99238675_15.tiff with Index : 750\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 99238675_15.tiff with Index : 750\n",
            "Reading Image : 15928930_15.tiff with Index : 751\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 15928930_15.tiff with Index : 751\n",
            "Reading Image : 10528795_15.tiff with Index : 752\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10528795_15.tiff with Index : 752\n",
            "Reading Image : 22828945_15.tiff with Index : 753\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10828780_15.tiff with Index : 754\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10978900_15.tiff with Index : 755\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23728825_15.tiff with Index : 756\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 16228840_15.tiff with Index : 757\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16228840_15.tiff with Index : 757\n",
            "Reading Image : 26128705_15.tiff with Index : 758\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26128705_15.tiff with Index : 758\n",
            "Reading Image : 20578960_15.tiff with Index : 759\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20578960_15.tiff with Index : 759\n",
            "Reading Image : 23728495_15.tiff with Index : 760\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23728495_15.tiff with Index : 760\n",
            "Reading Image : 20428915_15.tiff with Index : 761\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 19228750_15.tiff with Index : 762\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18328765_15.tiff with Index : 763\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11428720_15.tiff with Index : 764\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 16078885_15.tiff with Index : 765\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21329020_15.tiff with Index : 766\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21479020_15.tiff with Index : 767\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21479020_15.tiff with Index : 767\n",
            "Reading Image : 20878915_15.tiff with Index : 768\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20878915_15.tiff with Index : 768\n",
            "Reading Image : 24929230_15.tiff with Index : 769\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24929230_15.tiff with Index : 769\n",
            "Reading Image : 16978945_15.tiff with Index : 770\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16978945_15.tiff with Index : 770\n",
            "Reading Image : 23728975_15.tiff with Index : 771\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23728975_15.tiff with Index : 771\n",
            "Reading Image : 20129005_15.tiff with Index : 772\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20129005_15.tiff with Index : 772\n",
            "Reading Image : 25978735_15.tiff with Index : 773\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25978735_15.tiff with Index : 773\n",
            "Reading Image : 10528675_15.tiff with Index : 774\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10528675_15.tiff with Index : 774\n",
            "Reading Image : 17728705_15.tiff with Index : 775\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17728705_15.tiff with Index : 775\n",
            "Reading Image : 22079035_15.tiff with Index : 776\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22079035_15.tiff with Index : 776\n",
            "Reading Image : 22379380_15.tiff with Index : 777\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22379380_15.tiff with Index : 777\n",
            "Reading Image : 16078855_15.tiff with Index : 778\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16078855_15.tiff with Index : 778\n",
            "Reading Image : 10978660_15.tiff with Index : 779\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978660_15.tiff with Index : 779\n",
            "Reading Image : 18478720_15.tiff with Index : 780\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18478720_15.tiff with Index : 780\n",
            "Reading Image : 22229365_15.tiff with Index : 781\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22229365_15.tiff with Index : 781\n",
            "Reading Image : 16828915_15.tiff with Index : 782\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16828915_15.tiff with Index : 782\n",
            "Reading Image : 17878810_15.tiff with Index : 783\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17878810_15.tiff with Index : 783\n",
            "Reading Image : 23579050_15.tiff with Index : 784\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23579050_15.tiff with Index : 784\n",
            "Reading Image : 22828900_15.tiff with Index : 785\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22828900_15.tiff with Index : 785\n",
            "Reading Image : 18628795_15.tiff with Index : 786\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18628795_15.tiff with Index : 786\n",
            "Reading Image : 21928990_15.tiff with Index : 787\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21928990_15.tiff with Index : 787\n",
            "Reading Image : 22378960_15.tiff with Index : 788\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22378960_15.tiff with Index : 788\n",
            "Reading Image : 26878675_15.tiff with Index : 789\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26878675_15.tiff with Index : 789\n",
            "Reading Image : 21779080_15.tiff with Index : 790\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21779080_15.tiff with Index : 790\n",
            "Reading Image : 24328885_15.tiff with Index : 791\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24328885_15.tiff with Index : 791\n",
            "Reading Image : 24329245_15.tiff with Index : 792\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24329245_15.tiff with Index : 792\n",
            "Reading Image : 17128945_15.tiff with Index : 793\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17128945_15.tiff with Index : 793\n",
            "Reading Image : 23728930_15.tiff with Index : 794\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23728930_15.tiff with Index : 794\n",
            "Reading Image : 17578975_15.tiff with Index : 795\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17578975_15.tiff with Index : 795\n",
            "Reading Image : 10978750_15.tiff with Index : 796\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978750_15.tiff with Index : 796\n",
            "Reading Image : 19828660_15.tiff with Index : 797\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 19828660_15.tiff with Index : 797\n",
            "Reading Image : 26878735_15.tiff with Index : 798\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26878735_15.tiff with Index : 798\n",
            "Reading Image : 25979290_15.tiff with Index : 799\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25979290_15.tiff with Index : 799\n",
            "Reading Image : 23878825_15.tiff with Index : 800\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878825_15.tiff with Index : 800\n",
            "Reading Image : 17278750_15.tiff with Index : 801\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17278750_15.tiff with Index : 801\n",
            "Reading Image : 23729245_15.tiff with Index : 802\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23729245_15.tiff with Index : 802\n",
            "Reading Image : 10078660_15.tiff with Index : 803\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10078660_15.tiff with Index : 803\n",
            "Reading Image : 17878705_15.tiff with Index : 804\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17878705_15.tiff with Index : 804\n",
            "Reading Image : 24778825_15.tiff with Index : 805\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24778825_15.tiff with Index : 805\n",
            "Reading Image : 26428795_15.tiff with Index : 806\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26428795_15.tiff with Index : 806\n",
            "Reading Image : 16378840_15.tiff with Index : 807\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16378840_15.tiff with Index : 807\n",
            "Reading Image : 22529470_15.tiff with Index : 808\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22529470_15.tiff with Index : 808\n",
            "Reading Image : 10828870_15.tiff with Index : 809\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10828870_15.tiff with Index : 809\n",
            "Reading Image : 15778945_15.tiff with Index : 810\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 15778945_15.tiff with Index : 810\n",
            "Reading Image : 11728840_15.tiff with Index : 811\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11728840_15.tiff with Index : 811\n",
            "Reading Image : 23729065_15.tiff with Index : 812\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23729065_15.tiff with Index : 812\n",
            "Reading Image : 21028960_15.tiff with Index : 813\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21028960_15.tiff with Index : 813\n",
            "Reading Image : 24629275_15.tiff with Index : 814\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24629275_15.tiff with Index : 814\n",
            "Reading Image : 23878930_15.tiff with Index : 815\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878930_15.tiff with Index : 815\n",
            "Reading Image : 24629170_15.tiff with Index : 816\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24629170_15.tiff with Index : 816\n",
            "Reading Image : 11428945_15.tiff with Index : 817\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11428945_15.tiff with Index : 817\n",
            "Reading Image : 23579140_15.tiff with Index : 818\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23579140_15.tiff with Index : 818\n",
            "Reading Image : 11128735_15.tiff with Index : 819\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11128735_15.tiff with Index : 819\n",
            "Reading Image : 11578780_15.tiff with Index : 820\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11578780_15.tiff with Index : 820\n",
            "Reading Image : 10678885_15.tiff with Index : 821\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10678885_15.tiff with Index : 821\n",
            "Reading Image : 22529035_15.tiff with Index : 822\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22529035_15.tiff with Index : 822\n",
            "Reading Image : 20128990_15.tiff with Index : 823\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20128990_15.tiff with Index : 823\n",
            "Reading Image : 24628840_15.tiff with Index : 824\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24628840_15.tiff with Index : 824\n",
            "Reading Image : 21778900_15.tiff with Index : 825\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21778900_15.tiff with Index : 825\n",
            "Reading Image : 26129290_15.tiff with Index : 826\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26129290_15.tiff with Index : 826\n",
            "Reading Image : 23129170_15.tiff with Index : 827\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23129170_15.tiff with Index : 827\n",
            "Reading Image : 23728555_15.tiff with Index : 828\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23728555_15.tiff with Index : 828\n",
            "Reading Image : 16078840_15.tiff with Index : 829\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16078840_15.tiff with Index : 829\n",
            "Reading Image : 26278735_15.tiff with Index : 830\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26278735_15.tiff with Index : 830\n",
            "Reading Image : 10978765_15.tiff with Index : 831\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978765_15.tiff with Index : 831\n",
            "Reading Image : 24029185_15.tiff with Index : 832\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24029185_15.tiff with Index : 832\n",
            "Reading Image : 23879110_15.tiff with Index : 833\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23879110_15.tiff with Index : 833\n",
            "Reading Image : 23578990_15.tiff with Index : 834\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23578990_15.tiff with Index : 834\n",
            "Reading Image : 22528915_15.tiff with Index : 835\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22528915_15.tiff with Index : 835\n",
            "Reading Image : 10978705_15.tiff with Index : 836\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978705_15.tiff with Index : 836\n",
            "Reading Image : 19678660_15.tiff with Index : 837\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 19678660_15.tiff with Index : 837\n",
            "Reading Image : 27028720_15.tiff with Index : 838\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 27028720_15.tiff with Index : 838\n",
            "Reading Image : 19828900_15.tiff with Index : 839\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 19828900_15.tiff with Index : 839\n",
            "Reading Image : 22378930_15.tiff with Index : 840\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22378930_15.tiff with Index : 840\n",
            "Reading Image : 11728675_15.tiff with Index : 841\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11728675_15.tiff with Index : 841\n",
            "Reading Image : 11278765_15.tiff with Index : 842\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11278765_15.tiff with Index : 842\n",
            "Reading Image : 11878780_15.tiff with Index : 843\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11878780_15.tiff with Index : 843\n",
            "Reading Image : 22229395_15.tiff with Index : 844\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22229395_15.tiff with Index : 844\n",
            "Reading Image : 20578990_15.tiff with Index : 845\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20578990_15.tiff with Index : 845\n",
            "Reading Image : 10978645_15.tiff with Index : 846\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978645_15.tiff with Index : 846\n",
            "Reading Image : 17428900_15.tiff with Index : 847\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428900_15.tiff with Index : 847\n",
            "Reading Image : 23129125_15.tiff with Index : 848\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23129125_15.tiff with Index : 848\n",
            "Reading Image : 24329215_15.tiff with Index : 849\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24329215_15.tiff with Index : 849\n",
            "Reading Image : 20578900_15.tiff with Index : 850\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20578900_15.tiff with Index : 850\n",
            "Reading Image : 22079395_15.tiff with Index : 851\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22079395_15.tiff with Index : 851\n",
            "Reading Image : 25829245_15.tiff with Index : 852\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25829245_15.tiff with Index : 852\n",
            "Reading Image : 22079080_15.tiff with Index : 853\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22079080_15.tiff with Index : 853\n",
            "Reading Image : 26878750_15.tiff with Index : 854\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26878750_15.tiff with Index : 854\n",
            "Reading Image : 25979245_15.tiff with Index : 855\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25979245_15.tiff with Index : 855\n",
            "Reading Image : 23729050_15.tiff with Index : 856\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23729050_15.tiff with Index : 856\n",
            "Reading Image : 23578945_15.tiff with Index : 857\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23578945_15.tiff with Index : 857\n",
            "Reading Image : 11278705_15.tiff with Index : 858\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11278705_15.tiff with Index : 858\n",
            "Reading Image : 10828735_15.tiff with Index : 859\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10828735_15.tiff with Index : 859\n",
            "Reading Image : 10678825_15.tiff with Index : 860\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10678825_15.tiff with Index : 860\n",
            "Reading Image : 24179170_15.tiff with Index : 861\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24179170_15.tiff with Index : 861\n",
            "Reading Image : 20128975_15.tiff with Index : 862\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20128975_15.tiff with Index : 862\n",
            "Reading Image : 25079200_15.tiff with Index : 863\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25079200_15.tiff with Index : 863\n",
            "Reading Image : 23578930_15.tiff with Index : 864\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23578930_15.tiff with Index : 864\n",
            "Reading Image : 11128810_15.tiff with Index : 865\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11128810_15.tiff with Index : 865\n",
            "Reading Image : 22679050_15.tiff with Index : 866\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22679050_15.tiff with Index : 866\n",
            "Reading Image : 22679410_15.tiff with Index : 867\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22679410_15.tiff with Index : 867\n",
            "Reading Image : 17728870_15.tiff with Index : 868\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17728870_15.tiff with Index : 868\n",
            "Reading Image : 22679455_15.tiff with Index : 869\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22679455_15.tiff with Index : 869\n",
            "Reading Image : 11878735_15.tiff with Index : 870\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11878735_15.tiff with Index : 870\n",
            "Reading Image : 22828975_15.tiff with Index : 871\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22828975_15.tiff with Index : 871\n",
            "Reading Image : 18778750_15.tiff with Index : 872\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18778750_15.tiff with Index : 872\n",
            "Reading Image : 23578555_15.tiff with Index : 873\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23578555_15.tiff with Index : 873\n",
            "Reading Image : 10078720_15.tiff with Index : 874\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10078720_15.tiff with Index : 874\n",
            "Reading Image : 24929155_15.tiff with Index : 875\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24929155_15.tiff with Index : 875\n",
            "Reading Image : 19828885_15.tiff with Index : 876\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 19828885_15.tiff with Index : 876\n",
            "Reading Image : 24329035_15.tiff with Index : 877\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24329035_15.tiff with Index : 877\n",
            "Reading Image : 23428960_15.tiff with Index : 878\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23428960_15.tiff with Index : 878\n",
            "Reading Image : 22979410_15.tiff with Index : 879\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22979410_15.tiff with Index : 879\n",
            "Reading Image : 10978780_15.tiff with Index : 880\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10978780_15.tiff with Index : 880\n",
            "Reading Image : 18928795_15.tiff with Index : 881\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18928795_15.tiff with Index : 881\n",
            "Reading Image : 23878765_15.tiff with Index : 882\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878765_15.tiff with Index : 882\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23728990_15.tiff with Index : 883\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17578795_15.tiff with Index : 884\n",
            "Reading Image : 25229290_15.tiff with Index : 885\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25229290_15.tiff with Index : 885\n",
            "Reading Image : 24478870_15.tiff with Index : 886\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24478870_15.tiff with Index : 886\n",
            "Reading Image : 17878930_15.tiff with Index : 887\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17878930_15.tiff with Index : 887\n",
            "Reading Image : 25828765_15.tiff with Index : 888\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25828765_15.tiff with Index : 888\n",
            "Reading Image : 20128870_15.tiff with Index : 889\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20128870_15.tiff with Index : 889\n",
            "Reading Image : 22378900_15.tiff with Index : 890\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22378900_15.tiff with Index : 890\n",
            "Reading Image : 11878675_15.tiff with Index : 891\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11878675_15.tiff with Index : 891\n",
            "Reading Image : 17128885_15.tiff with Index : 892\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17128885_15.tiff with Index : 892\n",
            "Reading Image : 21629065_15.tiff with Index : 893\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21629065_15.tiff with Index : 893\n",
            "Reading Image : 22079425_15.tiff with Index : 894\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22079425_15.tiff with Index : 894\n",
            "Reading Image : 17728960_15.tiff with Index : 895\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17728960_15.tiff with Index : 895\n",
            "Reading Image : 19828630_15.tiff with Index : 896\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 19828630_15.tiff with Index : 896\n",
            "Reading Image : 21028900_15.tiff with Index : 897\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21028900_15.tiff with Index : 897\n",
            "Reading Image : 26128795_15.tiff with Index : 898\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26128795_15.tiff with Index : 898\n",
            "Reading Image : 17428915_15.tiff with Index : 899\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428915_15.tiff with Index : 899\n",
            "Reading Image : 23429050_15.tiff with Index : 900\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23429050_15.tiff with Index : 900\n",
            "Reading Image : 21928900_15.tiff with Index : 901\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21928900_15.tiff with Index : 901\n",
            "Reading Image : 27028705_15.tiff with Index : 902\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17878915_15.tiff with Index : 903\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17878915_15.tiff with Index : 903\n",
            "Reading Image : 11278645_15.tiff with Index : 904\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21028915_15.tiff with Index : 905\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 20878960_15.tiff with Index : 906\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 15928870_15.tiff with Index : 907\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26728750_15.tiff with Index : 908\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11278945_15.tiff with Index : 909\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26278765_15.tiff with Index : 910\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22828855_15.tiff with Index : 911\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22828855_15.tiff with Index : 911\n",
            "Reading Image : 21178915_15.tiff with Index : 912\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22529080_15.tiff with Index : 913\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17878795_15.tiff with Index : 914\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17578885_15.tiff with Index : 915\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21178945_15.tiff with Index : 916\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18178750_15.tiff with Index : 917\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23578810_15.tiff with Index : 918\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22078990_15.tiff with Index : 919\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17728750_15.tiff with Index : 920\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23128990_15.tiff with Index : 921\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10378705_15.tiff with Index : 922\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10378705_15.tiff with Index : 922\n",
            "Reading Image : 23879200_15.tiff with Index : 923\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18028765_15.tiff with Index : 924\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18028765_15.tiff with Index : 924\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23878510_15.tiff with Index : 926\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22829020_15.tiff with Index : 927\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11278870_15.tiff with Index : 928\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23578510_15.tiff with Index : 929\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 12478735_15.tiff with Index : 930\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 19828645_15.tiff with Index : 931\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24329275_15.tiff with Index : 932\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11128900_15.tiff with Index : 933\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18328885_15.tiff with Index : 934\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21478975_15.tiff with Index : 935\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 25529290_15.tiff with Index : 936\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24628900_15.tiff with Index : 937\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22828885_15.tiff with Index : 938\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11278720_15.tiff with Index : 939\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11128885_15.tiff with Index : 940\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24179035_15.tiff with Index : 941\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24179035_15.tiff with Index : 941\n",
            "Reading Image : 10078705_15.tiff with Index : 942\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24478795_15.tiff with Index : 943\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24478795_15.tiff with Index : 943\n",
            "Reading Image : 23279080_15.tiff with Index : 944\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 20579005_15.tiff with Index : 945\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23729005_15.tiff with Index : 946\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24779185_15.tiff with Index : 947\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 12178765_15.tiff with Index : 948\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26429260_15.tiff with Index : 949\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26429260_15.tiff with Index : 949\n",
            "Reading Image : 25079245_15.tiff with Index : 950\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25079245_15.tiff with Index : 950\n",
            "Reading Image : 21178960_15.tiff with Index : 951\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21178960_15.tiff with Index : 951\n",
            "Reading Image : 21478945_15.tiff with Index : 952\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21478945_15.tiff with Index : 952\n",
            "Reading Image : 21328900_15.tiff with Index : 953\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24929200_15.tiff with Index : 954\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24929200_15.tiff with Index : 954\n",
            "Reading Image : 22229065_15.tiff with Index : 955\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22229065_15.tiff with Index : 955\n",
            "Reading Image : 23729095_15.tiff with Index : 956\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23729095_15.tiff with Index : 956\n",
            "Reading Image : 19078750_15.tiff with Index : 957\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 19078750_15.tiff with Index : 957\n",
            "Reading Image : 18928720_15.tiff with Index : 958\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18928720_15.tiff with Index : 958\n",
            "Reading Image : 21628945_15.tiff with Index : 959\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21628945_15.tiff with Index : 959\n",
            "Reading Image : 22829470_15.tiff with Index : 960\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22829470_15.tiff with Index : 960\n",
            "Reading Image : 24328825_15.tiff with Index : 961\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24328825_15.tiff with Index : 961\n",
            "Reading Image : 21929005_15.tiff with Index : 962\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21929005_15.tiff with Index : 962\n",
            "Reading Image : 10528780_15.tiff with Index : 963\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10528780_15.tiff with Index : 963\n",
            "Reading Image : 17578780_15.tiff with Index : 964\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17578780_15.tiff with Index : 964\n",
            "Reading Image : 24779230_15.tiff with Index : 965\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24779230_15.tiff with Index : 965\n",
            "Reading Image : 10378765_15.tiff with Index : 966\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10378765_15.tiff with Index : 966\n",
            "Reading Image : 20128930_15.tiff with Index : 967\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20128930_15.tiff with Index : 967\n",
            "Reading Image : 11278690_15.tiff with Index : 968\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11278690_15.tiff with Index : 968\n",
            "Reading Image : 17578945_15.tiff with Index : 969\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17578945_15.tiff with Index : 969\n",
            "Reading Image : 25828780_15.tiff with Index : 970\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25828780_15.tiff with Index : 970\n",
            "Reading Image : 18028900_15.tiff with Index : 971\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18028900_15.tiff with Index : 971\n",
            "Reading Image : 17728930_15.tiff with Index : 972\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17728930_15.tiff with Index : 972\n",
            "Reading Image : 21779035_15.tiff with Index : 973\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21779035_15.tiff with Index : 973\n",
            "Reading Image : 17428870_15.tiff with Index : 974\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428870_15.tiff with Index : 974\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10378690_15.tiff with Index : 976\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10378690_15.tiff with Index : 976\n",
            "Reading Image : 22678885_15.tiff with Index : 977\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22678885_15.tiff with Index : 977\n",
            "Reading Image : 10078735_15.tiff with Index : 978\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10078735_15.tiff with Index : 978\n",
            "Reading Image : 11728690_15.tiff with Index : 979\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11728690_15.tiff with Index : 979\n",
            "Reading Image : 12028750_15.tiff with Index : 980\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18028705_15.tiff with Index : 981\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18028705_15.tiff with Index : 981\n",
            "Reading Image : 17728915_15.tiff with Index : 982\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10378735_15.tiff with Index : 983\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10378735_15.tiff with Index : 983\n",
            "Reading Image : 15778825_15.tiff with Index : 984\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 15778825_15.tiff with Index : 984\n",
            "Reading Image : 12028705_15.tiff with Index : 985\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 20428945_15.tiff with Index : 986\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11578825_15.tiff with Index : 987\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11578825_15.tiff with Index : 987\n",
            "Reading Image : 24779290_15.tiff with Index : 988\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23429065_15.tiff with Index : 989\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 12628795_15.tiff with Index : 990\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 12628795_15.tiff with Index : 990\n",
            "Reading Image : 24028555_15.tiff with Index : 991\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24028555_15.tiff with Index : 991\n",
            "Reading Image : 10228795_15.tiff with Index : 992\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10228795_15.tiff with Index : 992\n",
            "Reading Image : 12028780_15.tiff with Index : 993\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 12028780_15.tiff with Index : 993\n",
            "Reading Image : 22679080_15.tiff with Index : 994\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22679080_15.tiff with Index : 994\n",
            "Reading Image : 20728975_15.tiff with Index : 995\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20728975_15.tiff with Index : 995\n",
            "Reading Image : 22678960_15.tiff with Index : 996\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22678960_15.tiff with Index : 996\n",
            "Reading Image : 24179005_15.tiff with Index : 997\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24179005_15.tiff with Index : 997\n",
            "Reading Image : 12628735_15.tiff with Index : 998\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 12628735_15.tiff with Index : 998\n",
            "Reading Image : 11428930_15.tiff with Index : 999\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11428930_15.tiff with Index : 999\n",
            "Reading Image : 17278960_15.tiff with Index : 1000\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17278960_15.tiff with Index : 1000\n",
            "Reading Image : 15628945_15.tiff with Index : 1001\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 15628945_15.tiff with Index : 1001\n",
            "Reading Image : 23729080_15.tiff with Index : 1002\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21778960_15.tiff with Index : 1003\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 20878990_15.tiff with Index : 1004\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22979020_15.tiff with Index : 1005\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17578870_15.tiff with Index : 1006\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17578870_15.tiff with Index : 1006\n",
            "Reading Image : 11128660_15.tiff with Index : 1007\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23129050_15.tiff with Index : 1008\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11578795_15.tiff with Index : 1009\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11578795_15.tiff with Index : 1009\n",
            "Reading Image : 21479065_15.tiff with Index : 1010\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21479065_15.tiff with Index : 1010\n",
            "Reading Image : 11128825_15.tiff with Index : 1011\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 11128825_15.tiff with Index : 1011\n",
            "Reading Image : 25379275_15.tiff with Index : 1012\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24478900_15.tiff with Index : 1013\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24479005_15.tiff with Index : 1014\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21028930_15.tiff with Index : 1015\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10228750_15.tiff with Index : 1016\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 10228750_15.tiff with Index : 1016\n",
            "Reading Image : 23428990_15.tiff with Index : 1017\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23879020_15.tiff with Index : 1018\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24178540_15.tiff with Index : 1019\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17128960_15.tiff with Index : 1020\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22528945_15.tiff with Index : 1021\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 20128945_15.tiff with Index : 1022\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24629290_15.tiff with Index : 1023\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24328795_15.tiff with Index : 1024\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 25529230_15.tiff with Index : 1025\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10678735_15.tiff with Index : 1026\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 12028720_15.tiff with Index : 1027\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11728765_15.tiff with Index : 1028\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 25079215_15.tiff with Index : 1029\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10978810_15.tiff with Index : 1030\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26278750_15.tiff with Index : 1031\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 10678810_15.tiff with Index : 1032\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26428705_15.tiff with Index : 1033\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 12178780_15.tiff with Index : 1034\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 12478795_15.tiff with Index : 1035\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 25679275_15.tiff with Index : 1036\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11278675_15.tiff with Index : 1037\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 15928900_15.tiff with Index : 1038\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22678945_15.tiff with Index : 1039\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23728570_15.tiff with Index : 1040\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18928750_15.tiff with Index : 1041\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23579110_15.tiff with Index : 1042\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18628750_15.tiff with Index : 1044\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24479185_15.tiff with Index : 1045\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23278885_15.tiff with Index : 1046\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23279005_15.tiff with Index : 1047\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24479290_15.tiff with Index : 1048\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21628975_15.tiff with Index : 1049\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21178900_15.tiff with Index : 1050\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23728525_15.tiff with Index : 1053\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23129455_15.tiff with Index : 1054\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 20578930_15.tiff with Index : 1055\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22978870_15.tiff with Index : 1056\n",
            "Reading Image : 23578780_15.tiff with Index : 1057\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 16078915_15.tiff with Index : 1059\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16078915_15.tiff with Index : 1059\n",
            "Reading Image : 26278810_15.tiff with Index : 1060\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26278810_15.tiff with Index : 1060\n",
            "Reading Image : 22229005_15.tiff with Index : 1061\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 11128675_15.tiff with Index : 1062\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24179185_15.tiff with Index : 1063\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22678870_15.tiff with Index : 1064\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 18478915_15.tiff with Index : 1065\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18478915_15.tiff with Index : 1065\n",
            "Reading Image : 25679245_15.tiff with Index : 1066\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25679245_15.tiff with Index : 1066\n",
            "Reading Image : 16978915_15.tiff with Index : 1067\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 16978915_15.tiff with Index : 1067\n",
            "Reading Image : 17428855_15.tiff with Index : 1068\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428855_15.tiff with Index : 1068\n",
            "Reading Image : 18178795_15.tiff with Index : 1069\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18178795_15.tiff with Index : 1069\n",
            "Reading Image : 24029245_15.tiff with Index : 1070\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24029245_15.tiff with Index : 1070\n",
            "Reading Image : 17728975_15.tiff with Index : 1071\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17728975_15.tiff with Index : 1071\n",
            "Reading Image : 23879215_15.tiff with Index : 1072\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23879215_15.tiff with Index : 1072\n",
            "Reading Image : 21778915_15.tiff with Index : 1073\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 26728780_15.tiff with Index : 1074\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 26728780_15.tiff with Index : 1074\n",
            "Reading Image : 18028825_15.tiff with Index : 1075\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18028825_15.tiff with Index : 1075\n",
            "Reading Image : 23878585_15.tiff with Index : 1076\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878585_15.tiff with Index : 1076\n",
            "Reading Image : 23128885_15.tiff with Index : 1077\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23128885_15.tiff with Index : 1077\n",
            "Reading Image : 17428765_15.tiff with Index : 1078\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17428765_15.tiff with Index : 1078\n",
            "Reading Image : 24028825_15.tiff with Index : 1079\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 24028825_15.tiff with Index : 1079\n",
            "Reading Image : 25529275_15.tiff with Index : 1080\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25529275_15.tiff with Index : 1080\n",
            "Reading Image : 18028795_15.tiff with Index : 1081\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18028795_15.tiff with Index : 1081\n",
            "Reading Image : 12478720_15.tiff with Index : 1082\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 20578915_15.tiff with Index : 1083\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20578915_15.tiff with Index : 1083\n",
            "Reading Image : 21928930_15.tiff with Index : 1084\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21928930_15.tiff with Index : 1084\n",
            "Reading Image : 23129035_15.tiff with Index : 1085\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23129035_15.tiff with Index : 1085\n",
            "Reading Image : 25529245_15.tiff with Index : 1086\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 25529245_15.tiff with Index : 1086\n",
            "Reading Image : 11128720_15.tiff with Index : 1087\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23279170_15.tiff with Index : 1088\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23279170_15.tiff with Index : 1088\n",
            "Reading Image : 22229380_15.tiff with Index : 1089\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22229380_15.tiff with Index : 1089\n",
            "Reading Image : 22529395_15.tiff with Index : 1090\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22529395_15.tiff with Index : 1090\n",
            "Reading Image : 24178480_15.tiff with Index : 1091\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 17728855_15.tiff with Index : 1092\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23429140_15.tiff with Index : 1093\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23429140_15.tiff with Index : 1093\n",
            "Reading Image : 24779245_15.tiff with Index : 1094\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22828960_15.tiff with Index : 1095\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 22978840_15.tiff with Index : 1096\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 24029215_15.tiff with Index : 1097\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 16378855_15.tiff with Index : 1098\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 21629020_15.tiff with Index : 1099\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 21629020_15.tiff with Index : 1099\n",
            "Reading Image : 22828930_15.tiff with Index : 1100\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 22828930_15.tiff with Index : 1100\n",
            "Reading Image : 22978960_15.tiff with Index : 1101\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
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            "Reading Image : 23279095_15.tiff with Index : 1102\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23279095_15.tiff with Index : 1102\n",
            "Reading Image : 17878945_15.tiff with Index : 1103\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 17878945_15.tiff with Index : 1103\n",
            "Reading Image : 23878945_15.tiff with Index : 1104\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23878945_15.tiff with Index : 1104\n",
            "Reading Image : 23578540_15.tiff with Index : 1105\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 23578540_15.tiff with Index : 1105\n",
            "Reading Image : 18328795_15.tiff with Index : 1106\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 18328795_15.tiff with Index : 1106\n",
            "Reading Image : 20428900_15.tiff with Index : 1107\n",
            "('Shape of resized Image is : ', (256, 256, 3))\n",
            "Resized and Stored Image : 20428900_15.tiff with Index : 1107\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lewJwVJLv9nc",
        "colab_type": "code",
        "outputId": "acdc1937-c9c3-4cb7-9ac1-9ad5e75898f4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "!ls "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Test  test.csv\ttrain.csv  Training  vald.csv  Validation  valid.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "YG_r_6qxNZDl"
      },
      "source": [
        "## Resizing the labels to Binary Masks"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "NAqsWRSiNgsQ",
        "outputId": "dd603664-e0ad-487f-db05-214b82a7f81c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 60454
        }
      },
      "source": [
        "# Resizing each image (1500 * 1500) to image (256 * 256) and converting the ground truths to binary masks\n",
        "\n",
        "originalImages = os.listdir(\"Training/TrainingOutput\")\n",
        "dim = (256, 256) #(w,h)\n",
        "\n",
        "for index,image in enumerate(originalImages):\n",
        "  \n",
        "    print(\"Reading Image : \" + str(image) +\" with Index : \"+str(index))\n",
        "    readImage = cv2.imread(\"Training/TrainingOutput/\" + str(image), 0)\n",
        "\n",
        "    resizedImage = cv2.resize(readImage, dim, interpolation=cv2.INTER_AREA)\n",
        "\n",
        "    imageName = str(image).split(\".\")[0]\n",
        "\n",
        "    (thresh, im_bw) = cv2.threshold(resizedImage, 128, 255, cv2.THRESH_BINARY)\n",
        "\n",
        "    print(\"Shape of resized Image is : \", im_bw.shape)\n",
        "\n",
        "    #Converting to .png and Storing resized image to a directory\n",
        "\n",
        "    cv2.imwrite(os.getcwd() + \"/TrainingMasks/\" + imageName + \".png\", im_bw)\n",
        "    print(\"Resized and Stored Image : \" + str(image) +\" with Index : \"+str(index))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading Image : 22979065_15.tif with Index : 0\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22979065_15.tif with Index : 0\n",
            "Reading Image : 18028795_15.tif with Index : 1\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18028795_15.tif with Index : 1\n",
            "Reading Image : 17728750_15.tif with Index : 2\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17728750_15.tif with Index : 2\n",
            "Reading Image : 11128945_15.tif with Index : 3\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11128945_15.tif with Index : 3\n",
            "Reading Image : 24028555_15.tif with Index : 4\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24028555_15.tif with Index : 4\n",
            "Reading Image : 10678870_15.tif with Index : 5\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 10678870_15.tif with Index : 5\n",
            "Reading Image : 21629020_15.tif with Index : 6\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 21629020_15.tif with Index : 6\n",
            "Reading Image : 26728705_15.tif with Index : 7\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 26728705_15.tif with Index : 7\n",
            "Reading Image : 26728720_15.tif with Index : 8\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 26728720_15.tif with Index : 8\n",
            "Reading Image : 11128735_15.tif with Index : 9\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11128735_15.tif with Index : 9\n",
            "Reading Image : 25679275_15.tif with Index : 10\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25679275_15.tif with Index : 10\n",
            "Reading Image : 23578990_15.tif with Index : 11\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23578990_15.tif with Index : 11\n",
            "Reading Image : 21629065_15.tif with Index : 12\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 21629065_15.tif with Index : 12\n",
            "Reading Image : 10678810_15.tif with Index : 13\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 10678810_15.tif with Index : 13\n",
            "Reading Image : 23279110_15.tif with Index : 14\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23279110_15.tif with Index : 14\n",
            "Reading Image : 24778840_15.tif with Index : 15\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24778840_15.tif with Index : 15\n",
            "Reading Image : 11428810_15.tif with Index : 16\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11428810_15.tif with Index : 16\n",
            "Reading Image : 25079155_15.tif with Index : 17\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25079155_15.tif with Index : 17\n",
            "Reading Image : 18478720_15.tif with Index : 18\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18478720_15.tif with Index : 18\n",
            "Reading Image : 23579020_15.tif with Index : 19\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23579020_15.tif with Index : 19\n",
            "Reading Image : 11278705_15.tif with Index : 20\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11278705_15.tif with Index : 20\n",
            "Reading Image : 11578795_15.tif with Index : 21\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11578795_15.tif with Index : 21\n",
            "Reading Image : 11728765_15.tif with Index : 22\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11728765_15.tif with Index : 22\n",
            "Reading Image : 22979005_15.tif with Index : 23\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22979005_15.tif with Index : 23\n",
            "Reading Image : 20578885_15.tif with Index : 24\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 20578885_15.tif with Index : 24\n",
            "Reading Image : 18178720_15.tif with Index : 25\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18178720_15.tif with Index : 25\n",
            "Reading Image : 23878990_15.tif with Index : 26\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23878990_15.tif with Index : 26\n",
            "Reading Image : 23578945_15.tif with Index : 27\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23578945_15.tif with Index : 27\n",
            "Reading Image : 23578510_15.tif with Index : 28\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23578510_15.tif with Index : 28\n",
            "Reading Image : 22078960_15.tif with Index : 29\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22078960_15.tif with Index : 29\n",
            "Reading Image : 17428960_15.tif with Index : 30\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17428960_15.tif with Index : 30\n",
            "Reading Image : 24778885_15.tif with Index : 31\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24778885_15.tif with Index : 31\n",
            "Reading Image : 18628900_15.tif with Index : 32\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18628900_15.tif with Index : 32\n",
            "Reading Image : 25079185_15.tif with Index : 33\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25079185_15.tif with Index : 33\n",
            "Reading Image : 25379290_15.tif with Index : 34\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25379290_15.tif with Index : 34\n",
            "Reading Image : 26578735_15.tif with Index : 35\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 26578735_15.tif with Index : 35\n",
            "Reading Image : 25229275_15.tif with Index : 36\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25229275_15.tif with Index : 36\n",
            "Reading Image : 22828975_15.tif with Index : 37\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22828975_15.tif with Index : 37\n",
            "Reading Image : 17128945_15.tif with Index : 38\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17128945_15.tif with Index : 38\n",
            "Reading Image : 25978795_15.tif with Index : 39\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25978795_15.tif with Index : 39\n",
            "Reading Image : 24179185_15.tif with Index : 40\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24179185_15.tif with Index : 40\n",
            "Reading Image : 24179200_15.tif with Index : 41\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24179200_15.tif with Index : 41\n",
            "Reading Image : 21178900_15.tif with Index : 42\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 21178900_15.tif with Index : 42\n",
            "Reading Image : 11278720_15.tif with Index : 43\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11278720_15.tif with Index : 43\n",
            "Reading Image : 26878750_15.tif with Index : 44\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 26878750_15.tif with Index : 44\n",
            "Reading Image : 23128960_15.tif with Index : 45\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23128960_15.tif with Index : 45\n",
            "Reading Image : 10828825_15.tif with Index : 46\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 10828825_15.tif with Index : 46\n",
            "Reading Image : 22079005_15.tif with Index : 47\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22079005_15.tif with Index : 47\n",
            "Reading Image : 12028690_15.tif with Index : 48\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 12028690_15.tif with Index : 48\n",
            "Reading Image : 10528720_15.tif with Index : 49\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 10528720_15.tif with Index : 49\n",
            "Reading Image : 11428795_15.tif with Index : 50\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11428795_15.tif with Index : 50\n",
            "Reading Image : 18028885_15.tif with Index : 51\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18028885_15.tif with Index : 51\n",
            "Reading Image : 17578750_15.tif with Index : 52\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17578750_15.tif with Index : 52\n",
            "Reading Image : 23278840_15.tif with Index : 53\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23278840_15.tif with Index : 53\n",
            "Reading Image : 18178885_15.tif with Index : 54\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18178885_15.tif with Index : 54\n",
            "Reading Image : 22379020_15.tif with Index : 55\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22379020_15.tif with Index : 55\n",
            "Reading Image : 15628885_15.tif with Index : 56\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 15628885_15.tif with Index : 56\n",
            "Reading Image : 17278750_15.tif with Index : 57\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17278750_15.tif with Index : 57\n",
            "Reading Image : 25978735_15.tif with Index : 58\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25978735_15.tif with Index : 58\n",
            "Reading Image : 23429155_15.tif with Index : 59\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23429155_15.tif with Index : 59\n",
            "Reading Image : 21178930_15.tif with Index : 60\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 21178930_15.tif with Index : 60\n",
            "Reading Image : 24028525_15.tif with Index : 61\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24028525_15.tif with Index : 61\n",
            "Reading Image : 23129455_15.tif with Index : 62\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23129455_15.tif with Index : 62\n",
            "Reading Image : 17878915_15.tif with Index : 63\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17878915_15.tif with Index : 63\n",
            "Reading Image : 21779080_15.tif with Index : 64\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 21779080_15.tif with Index : 64\n",
            "Reading Image : 16228870_15.tif with Index : 65\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 16228870_15.tif with Index : 65\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24479275_15.tif with Index : 66\n",
            "Reading Image : 22678915_15.tif with Index : 67\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22678915_15.tif with Index : 67\n",
            "Reading Image : 20578870_15.tif with Index : 68\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 20578870_15.tif with Index : 68\n",
            "Reading Image : 17578780_15.tif with Index : 69\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17578780_15.tif with Index : 69\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 20879005_15.tif with Index : 70\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22829425_15.tif with Index : 71\n",
            "Reading Image : 25829275_15.tif with Index : 72\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25829275_15.tif with Index : 72\n",
            "Reading Image : 22528960_15.tif with Index : 73\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22528960_15.tif with Index : 73\n",
            "Reading Image : 24479260_15.tif with Index : 74\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24479260_15.tif with Index : 74\n",
            "Reading Image : 21928945_15.tif with Index : 75\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 21928945_15.tif with Index : 75\n",
            "Reading Image : 25079245_15.tif with Index : 76\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25079245_15.tif with Index : 76\n",
            "Reading Image : 11428855_15.tif with Index : 77\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11428855_15.tif with Index : 77\n",
            "Reading Image : 22828885_15.tif with Index : 78\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22828885_15.tif with Index : 78\n",
            "Reading Image : 17278930_15.tif with Index : 79\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17278930_15.tif with Index : 79\n",
            "Reading Image : 21928975_15.tif with Index : 80\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 21928975_15.tif with Index : 80\n",
            "Reading Image : 10828675_15.tif with Index : 81\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 10828675_15.tif with Index : 81\n",
            "Reading Image : 22079020_15.tif with Index : 82\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22079020_15.tif with Index : 82\n",
            "Reading Image : 19828645_15.tif with Index : 83\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 19828645_15.tif with Index : 83\n",
            "Reading Image : 11728720_15.tif with Index : 84\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11728720_15.tif with Index : 84\n",
            "Reading Image : 23879065_15.tif with Index : 85\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23879065_15.tif with Index : 85\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 12478765_15.tif with Index : 86\n",
            "Reading Image : 15628900_15.tif with Index : 87\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 15628900_15.tif with Index : 87\n",
            "Reading Image : 12628750_15.tif with Index : 88\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 12628750_15.tif with Index : 88\n",
            "Reading Image : 23429005_15.tif with Index : 89\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23429005_15.tif with Index : 89\n",
            "Reading Image : 24329035_15.tif with Index : 90\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24329035_15.tif with Index : 90\n",
            "Reading Image : 25828765_15.tif with Index : 91\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25828765_15.tif with Index : 91\n",
            "Reading Image : 11878720_15.tif with Index : 92\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11878720_15.tif with Index : 92\n",
            "Reading Image : 18028825_15.tif with Index : 93\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18028825_15.tif with Index : 93\n",
            "Reading Image : 17728855_15.tif with Index : 94\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 17728855_15.tif with Index : 94\n",
            "Reading Image : 11278915_15.tif with Index : 95\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11278915_15.tif with Index : 95\n",
            "Reading Image : 24179065_15.tif with Index : 96\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24179065_15.tif with Index : 96\n",
            "Reading Image : 24479245_15.tif with Index : 97\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 24479245_15.tif with Index : 97\n",
            "Reading Image : 23578540_15.tif with Index : 98\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 23578540_15.tif with Index : 98\n",
            "Reading Image : 18028960_15.tif with Index : 99\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 18028960_15.tif with Index : 99\n",
            "Reading Image : 22079425_15.tif with Index : 100\n",
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 22079425_15.tif with Index : 100\n",
            "Reading Image : 10678660_15.tif with Index : 101\n",
            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
          "name": "stdout"
        },
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
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        },
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          ],
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        },
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          ],
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        },
        {
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          ],
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        },
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          "text": [
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          ],
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        },
        {
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
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        },
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          "text": [
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          ],
          "name": "stdout"
        },
        {
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
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        },
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          ],
          "name": "stdout"
        },
        {
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
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        },
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 11878690_15.tif with Index : 718\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
          "name": "stdout"
        },
        {
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          "text": [
            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Resized and Stored Image : 15928945_15.tif with Index : 828\n",
            "Reading Image : 22229035_15.tif with Index : 829\n",
            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "Reading Image : 18928720_15.tif with Index : 835\n",
            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
          "name": "stdout"
        },
        {
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
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        },
        {
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          "text": [
            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
          "name": "stdout"
        },
        {
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          "text": [
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            "Reading Image : 12178705_15.tif with Index : 1048\n",
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "('Shape of resized Image is : ', (256, 256))\n",
            "Resized and Stored Image : 25829260_15.tif with Index : 1100\n",
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            "('Shape of resized Image is : ', (256, 256))\n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "BGrfdb9zmDdu"
      },
      "source": [
        "## Creating input & mask arrays"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "DLWhnVXomKeV",
        "outputId": "936176a2-6d22-438d-b068-57c25e32480c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "images = []\n",
        "originalImages = os.listdir(\"TrainingImages/\")\n",
        "\n",
        "for index,image in enumerate(originalImages):\n",
        "    print(\"Image number : \" +str(index) )\n",
        "    img = Image.open(\"TrainingImages/\" + str(image))\n",
        "    \n",
        "    arr = np.array(img)\n",
        "    #arr = np.expand_dims(arr, -1)\n",
        "    images.append(arr)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EigmctekNsfz",
        "colab_type": "code",
        "outputId": "ad513b4e-442c-4d3a-da47-2d51f4eb508b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "print(len(images),images[0].shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1108, (256, 256, 3))\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "vTGbgLEym0m0",
        "outputId": "781c90e5-ab07-463a-8173-4acb9e893702",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "masks = []\n",
        "originalImages = os.listdir(\"TrainingMasks/\")\n",
        "\n",
        "for index,image in enumerate(originalImages):\n",
        "    print(\"Image number : \" +str(index) )\n",
        "    img = Image.open(\"TrainingMasks/\" + str(image))\n",
        "    arr = np.array(img)\n",
        "    arr = np.expand_dims(arr, -1)\n",
        "    masks.append(arr)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CKgpgDqmNsgD",
        "colab_type": "code",
        "outputId": "31a4c852-ad07-4779-bfe7-79b33284291e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "print(len(masks),masks[0].shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1108, (256, 256, 1))\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "f28OHwbcpT-K",
        "outputId": "ad0a3c6c-acc0-41ce-c789-a38ee55eb609",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        }
      },
      "source": [
        "images = np.array(images)\n",
        "masks = np.array(masks)\n",
        "\n",
        "print(masks.shape)\n",
        "print(images.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1108, 256, 256, 1)\n",
            "(1108, 256, 256, 3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "nOy1QTKGpV8k"
      },
      "source": [
        "## Finalizing Dataset for Training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "J3svZnTSpYrN",
        "colab": {}
      },
      "source": [
        "with h5py.File(\"Dataset_train.h5\", 'w') as hdf:\n",
        "    hdf.create_dataset('images', data=images, compression='gzip', compression_opts=9)\n",
        "    hdf.create_dataset('masks', data=masks, compression='gzip', compression_opts=9)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "tl7vw0OSpzmY"
      },
      "source": [
        "# U-Net Model for Road Segmentation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "b6b7M2GZp_MB",
        "colab": {}
      },
      "source": [
        "from keras.models import *\n",
        "from keras.layers import *\n",
        "from keras.optimizers import *\n",
        "import keras\n",
        "import keras.callbacks\n",
        "from keras.callbacks import TensorBoard\n",
        "from keras.callbacks import ModelCheckpoint\n",
        "from keras import backend as keras\n",
        "\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "01OsYjMDq06l"
      },
      "source": [
        "## Model Definition"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "X1jmuKwDrEkC",
        "colab": {}
      },
      "source": [
        "def unet(pretrained_weights = None,input_size = (256,256,3)):\n",
        "    inputs = Input(input_size)\n",
        "    conv1 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(inputs)\n",
        "    conv1 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv1)\n",
        "    pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)\n",
        "    conv2 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool1)\n",
        "    conv2 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv2)\n",
        "    pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)\n",
        "    conv3 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool2)\n",
        "    conv3 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv3)\n",
        "    pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)\n",
        "    conv4 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool3)\n",
        "    conv4 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv4)\n",
        "    drop4 = Dropout(0.5)(conv4)\n",
        "    pool4 = MaxPooling2D(pool_size=(2, 2))(drop4)\n",
        "\n",
        "    conv5 = Conv2D(1024, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool4)\n",
        "    conv5 = Conv2D(1024, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv5)\n",
        "    drop5 = Dropout(0.5)(conv5)\n",
        "\n",
        "    up6 = Conv2D(512, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(drop5))\n",
        "    merge6 = concatenate([drop4,up6], axis = 3)\n",
        "    conv6 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge6)\n",
        "    conv6 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv6)\n",
        "\n",
        "    up7 = Conv2D(256, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv6))\n",
        "    merge7 = concatenate([conv3,up7], axis = 3)\n",
        "    conv7 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge7)\n",
        "    conv7 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv7)\n",
        "\n",
        "    up8 = Conv2D(128, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv7))\n",
        "    merge8 = concatenate([conv2,up8], axis = 3)\n",
        "    conv8 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge8)\n",
        "    conv8 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv8)\n",
        "\n",
        "    up9 = Conv2D(64, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv8))\n",
        "    merge9 = concatenate([conv1,up9], axis = 3)\n",
        "    conv9 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge9)\n",
        "    conv9 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv9)\n",
        "    conv9 = Conv2D(2, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv9)\n",
        "    conv10 = Conv2D(1, 1, activation = 'sigmoid')(conv9)\n",
        "\n",
        "    model = Model(input = inputs, output = conv10)\n",
        "\n",
        "    model.compile(optimizer = Adam(lr = 1e-4), loss = 'binary_crossentropy', metrics = ['accuracy'])\n",
        "    \n",
        "    #model.summary()\n",
        "\n",
        "    if(pretrained_weights):\n",
        "    \tmodel.load_weights(pretrained_weights)\n",
        "\n",
        "    return model"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gzs-zQbKrRKg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "kMxMDCRJrMUx"
      },
      "source": [
        "### Optimizer : Adam, Loss : Binary Cross Entropy"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "bIcuqZshrTPs",
        "outputId": "68304bcc-33b9-4e20-ed67-564060a37576",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 107
        }
      },
      "source": [
        "print('*'*30)\n",
        "print('Loading and preprocessing train data...')\n",
        "print('*'*30)\n",
        "file = h5py.File('Dataset_train.h5', 'r')\n",
        "imgs_train = file.get('images')\n",
        "imgs_mask_train = file.get('masks')\n",
        "imgs_train = np.array(imgs_train)\n",
        "imgs_mask_train = np.array(imgs_mask_train)\n",
        "\n",
        "print(imgs_train.shape)\n",
        "print(imgs_mask_train.shape)\n",
        "#imgs_train = imgs_train.reshape(1108,256,256,1)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "******************************\n",
            "Loading and preprocessing train data...\n",
            "******************************\n",
            "(1108, 256, 256, 3)\n",
            "(1108, 256, 256, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z3XCmO0pNsgq",
        "colab_type": "code",
        "outputId": "484a4194-38c3-4f9d-f272-8d6560e1c56c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 89
        }
      },
      "source": [
        "\n",
        "imgs_train = imgs_train.astype('float32')\n",
        "\n",
        "mean = np.mean(imgs_train)  # mean for data centering\n",
        "std = np.std(imgs_train)  # std for data normalization\n",
        "\n",
        "imgs_train -= mean\n",
        "imgs_train /= std\n",
        "\n",
        "imgs_mask_train = imgs_mask_train.astype('float32')\n",
        "imgs_mask_train /= 255  # scale masks to [0, 1]\n",
        "\n",
        "print('*'*30)\n",
        "print('Creating and compiling model...')\n",
        "print('*'*30)\n",
        "model = unet()\n",
        "model_checkpoint = ModelCheckpoint('weights.h5', monitor='val_loss', save_best_only=True)\n",
        "tensorboard = TensorBoard(log_dir='tensorboard/', write_graph=True, write_images=True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "******************************\n",
            "Creating and compiling model...\n",
            "******************************\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:43: UserWarning: Update your `Model` call to the Keras 2 API: `Model(outputs=Tensor(\"co..., inputs=Tensor(\"in...)`\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "wwmleiqmsSZN"
      },
      "source": [
        "## Model Fitting"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "GQ_2PxSbsCYH",
        "outputId": "37a506f5-4e66-4967-fd6e-753a96d24b98",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_2 (InputLayer)            (None, 256, 256, 3)  0                                            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_25 (Conv2D)              (None, 256, 256, 64) 1792        input_2[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_26 (Conv2D)              (None, 256, 256, 64) 36928       conv2d_25[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_5 (MaxPooling2D)  (None, 128, 128, 64) 0           conv2d_26[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_27 (Conv2D)              (None, 128, 128, 128 73856       max_pooling2d_5[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_28 (Conv2D)              (None, 128, 128, 128 147584      conv2d_27[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_6 (MaxPooling2D)  (None, 64, 64, 128)  0           conv2d_28[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_29 (Conv2D)              (None, 64, 64, 256)  295168      max_pooling2d_6[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_30 (Conv2D)              (None, 64, 64, 256)  590080      conv2d_29[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_7 (MaxPooling2D)  (None, 32, 32, 256)  0           conv2d_30[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_31 (Conv2D)              (None, 32, 32, 512)  1180160     max_pooling2d_7[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_32 (Conv2D)              (None, 32, 32, 512)  2359808     conv2d_31[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "dropout_3 (Dropout)             (None, 32, 32, 512)  0           conv2d_32[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_8 (MaxPooling2D)  (None, 16, 16, 512)  0           dropout_3[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_33 (Conv2D)              (None, 16, 16, 1024) 4719616     max_pooling2d_8[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_34 (Conv2D)              (None, 16, 16, 1024) 9438208     conv2d_33[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "dropout_4 (Dropout)             (None, 16, 16, 1024) 0           conv2d_34[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_5 (UpSampling2D)  (None, 32, 32, 1024) 0           dropout_4[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_35 (Conv2D)              (None, 32, 32, 512)  2097664     up_sampling2d_5[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_5 (Concatenate)     (None, 32, 32, 1024) 0           dropout_3[0][0]                  \n",
            "                                                                 conv2d_35[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_36 (Conv2D)              (None, 32, 32, 512)  4719104     concatenate_5[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_37 (Conv2D)              (None, 32, 32, 512)  2359808     conv2d_36[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_6 (UpSampling2D)  (None, 64, 64, 512)  0           conv2d_37[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_38 (Conv2D)              (None, 64, 64, 256)  524544      up_sampling2d_6[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_6 (Concatenate)     (None, 64, 64, 512)  0           conv2d_30[0][0]                  \n",
            "                                                                 conv2d_38[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_39 (Conv2D)              (None, 64, 64, 256)  1179904     concatenate_6[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_40 (Conv2D)              (None, 64, 64, 256)  590080      conv2d_39[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_7 (UpSampling2D)  (None, 128, 128, 256 0           conv2d_40[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_41 (Conv2D)              (None, 128, 128, 128 131200      up_sampling2d_7[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_7 (Concatenate)     (None, 128, 128, 256 0           conv2d_28[0][0]                  \n",
            "                                                                 conv2d_41[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_42 (Conv2D)              (None, 128, 128, 128 295040      concatenate_7[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_43 (Conv2D)              (None, 128, 128, 128 147584      conv2d_42[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_8 (UpSampling2D)  (None, 256, 256, 128 0           conv2d_43[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_44 (Conv2D)              (None, 256, 256, 64) 32832       up_sampling2d_8[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_8 (Concatenate)     (None, 256, 256, 128 0           conv2d_26[0][0]                  \n",
            "                                                                 conv2d_44[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_45 (Conv2D)              (None, 256, 256, 64) 73792       concatenate_8[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_46 (Conv2D)              (None, 256, 256, 64) 36928       conv2d_45[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_47 (Conv2D)              (None, 256, 256, 2)  1154        conv2d_46[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_48 (Conv2D)              (None, 256, 256, 1)  3           conv2d_47[0][0]                  \n",
            "==================================================================================================\n",
            "Total params: 31,032,837\n",
            "Trainable params: 31,032,837\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "6LUBV72YsMNZ",
        "outputId": "ade14a3b-91ad-4ff2-da92-7aba2c55727a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "print('*'*30)\n",
        "print('Fitting model...')\n",
        "print('*'*30)\n",
        "history =  model.fit(imgs_train, imgs_mask_train, batch_size=16, epochs=30, verbose=2, shuffle=True,validation_split=0.2,callbacks=[model_checkpoint, tensorboard])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "******************************\n",
            "Fitting model...\n",
            "******************************\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "W1111 14:52:58.195291 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:986: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.\n",
            "\n",
            "W1111 14:52:58.581481 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:973: The name tf.assign is deprecated. Please use tf.compat.v1.assign instead.\n",
            "\n",
            "W1111 14:52:59.236378 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:2741: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
            "\n",
            "W1111 14:52:59.242629 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
            "\n",
            "W1111 14:52:59.244426 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
            "\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Train on 886 samples, validate on 222 samples\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "W1111 14:53:00.523888 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
            "\n",
            "W1111 14:53:00.527287 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:199: The name tf.is_variable_initialized is deprecated. Please use tf.compat.v1.is_variable_initialized instead.\n",
            "\n",
            "W1111 14:53:01.021948 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/backend/tensorflow_backend.py:206: The name tf.variables_initializer is deprecated. Please use tf.compat.v1.variables_initializer instead.\n",
            "\n",
            "W1111 14:53:04.718846 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/callbacks.py:850: The name tf.summary.merge_all is deprecated. Please use tf.compat.v1.summary.merge_all instead.\n",
            "\n",
            "W1111 14:53:04.720685 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/callbacks.py:853: The name tf.summary.FileWriter is deprecated. Please use tf.compat.v1.summary.FileWriter instead.\n",
            "\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/30\n",
            " - 42s - loss: 0.2409 - acc: 0.9386 - val_loss: 0.1835 - val_acc: 0.9569\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "W1111 14:53:50.761331 139881191081856 module_wrapper.py:139] From /usr/local/lib/python2.7/dist-packages/keras/callbacks.py:995: The name tf.Summary is deprecated. Please use tf.compat.v1.Summary instead.\n",
            "\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 2/30\n",
            " - 32s - loss: 0.2053 - acc: 0.9511 - val_loss: 0.1898 - val_acc: 0.9569\n",
            "Epoch 3/30\n",
            " - 32s - loss: 0.1994 - acc: 0.9511 - val_loss: 0.1816 - val_acc: 0.9569\n",
            "Epoch 4/30\n",
            " - 32s - loss: 0.2006 - acc: 0.9511 - val_loss: 0.1854 - val_acc: 0.9569\n",
            "Epoch 5/30\n",
            " - 32s - loss: 0.2007 - acc: 0.9511 - val_loss: 0.1810 - val_acc: 0.9569\n",
            "Epoch 6/30\n",
            " - 32s - loss: 0.1986 - acc: 0.9511 - val_loss: 0.1971 - val_acc: 0.9569\n",
            "Epoch 7/30\n",
            " - 32s - loss: 0.1984 - acc: 0.9511 - val_loss: 0.1860 - val_acc: 0.9569\n",
            "Epoch 8/30\n",
            " - 32s - loss: 0.1980 - acc: 0.9511 - val_loss: 0.1901 - val_acc: 0.9569\n",
            "Epoch 9/30\n",
            " - 32s - loss: 0.1979 - acc: 0.9511 - val_loss: 0.1869 - val_acc: 0.9569\n",
            "Epoch 10/30\n",
            " - 32s - loss: 0.1973 - acc: 0.9511 - val_loss: 0.1843 - val_acc: 0.9569\n",
            "Epoch 11/30\n",
            " - 32s - loss: 0.1989 - acc: 0.9511 - val_loss: 0.1805 - val_acc: 0.9569\n",
            "Epoch 12/30\n",
            " - 32s - loss: 0.1980 - acc: 0.9511 - val_loss: 0.1921 - val_acc: 0.9569\n",
            "Epoch 13/30\n",
            " - 32s - loss: 0.1975 - acc: 0.9511 - val_loss: 0.1884 - val_acc: 0.9569\n",
            "Epoch 14/30\n",
            " - 32s - loss: 0.1985 - acc: 0.9511 - val_loss: 0.1797 - val_acc: 0.9569\n",
            "Epoch 15/30\n",
            " - 32s - loss: 0.1973 - acc: 0.9511 - val_loss: 0.1852 - val_acc: 0.9569\n",
            "Epoch 16/30\n",
            " - 32s - loss: 0.1981 - acc: 0.9511 - val_loss: 0.1818 - val_acc: 0.9569\n",
            "Epoch 17/30\n",
            " - 32s - loss: 0.1978 - acc: 0.9511 - val_loss: 0.1853 - val_acc: 0.9569\n",
            "Epoch 18/30\n",
            " - 32s - loss: 0.1973 - acc: 0.9511 - val_loss: 0.1809 - val_acc: 0.9569\n",
            "Epoch 19/30\n",
            " - 32s - loss: 0.1976 - acc: 0.9511 - val_loss: 0.1840 - val_acc: 0.9569\n",
            "Epoch 20/30\n",
            " - 32s - loss: 0.1969 - acc: 0.9511 - val_loss: 0.1809 - val_acc: 0.9569\n",
            "Epoch 21/30\n",
            " - 32s - loss: 0.1972 - acc: 0.9511 - val_loss: 0.1826 - val_acc: 0.9569\n",
            "Epoch 22/30\n",
            " - 32s - loss: 0.1976 - acc: 0.9511 - val_loss: 0.1875 - val_acc: 0.9569\n",
            "Epoch 23/30\n",
            " - 32s - loss: 0.1970 - acc: 0.9511 - val_loss: 0.1820 - val_acc: 0.9569\n",
            "Epoch 24/30\n",
            " - 32s - loss: 0.1980 - acc: 0.9511 - val_loss: 0.1799 - val_acc: 0.9569\n",
            "Epoch 25/30\n",
            " - 32s - loss: 0.1971 - acc: 0.9511 - val_loss: 0.1797 - val_acc: 0.9569\n",
            "Epoch 26/30\n",
            " - 32s - loss: 0.1963 - acc: 0.9511 - val_loss: 0.1801 - val_acc: 0.9569\n",
            "Epoch 27/30\n",
            " - 32s - loss: 0.1961 - acc: 0.9511 - val_loss: 0.1797 - val_acc: 0.9569\n",
            "Epoch 28/30\n",
            " - 32s - loss: 0.1971 - acc: 0.9511 - val_loss: 0.1807 - val_acc: 0.9569\n",
            "Epoch 29/30\n",
            " - 32s - loss: 0.1959 - acc: 0.9511 - val_loss: 0.1863 - val_acc: 0.9569\n",
            "Epoch 30/30\n",
            " - 32s - loss: 0.1963 - acc: 0.9511 - val_loss: 0.1802 - val_acc: 0.9569\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "Mh_R4OgvO6Rx"
      },
      "source": [
        "## Creating Test Dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "vppLoOfaO8gE",
        "outputId": "b3c21e64-76e7-4d36-fef0-40b4df8d116f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "originalImages = os.listdir(\"Test/TestInput\")\n",
        "dim = (256, 256) #(w,h)\n",
        "\n",
        "for index,image in enumerate(originalImages):\n",
        "  \n",
        "  print(\"Reading Image : \" + str(image) +\" with Index : \"+str(index))\n",
        "  readImage = cv2.imread(\"Test/TestInput/\" + str(image), 1)\n",
        "  \n",
        "  resizedImage = cv2.resize(readImage, dim, interpolation=cv2.INTER_AREA)\n",
        "  \n",
        "  imageName = str(image).split(\".\")[0]\n",
        "  \n",
        "  #Converting to .png and Storing resized image to a directory\n",
        "  \n",
        "  \n",
        "  cv2.imwrite(os.getcwd() + \"/TestingImages/\" + imageName + \".png\", resizedImage)\n",
        "  print(\"Resized and Stored Image : \" + str(image) +\" with Index : \"+str(index))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading Image : 11728825_15.tiff with Index : 0\n",
            "Resized and Stored Image : 11728825_15.tiff with Index : 0\n",
            "Reading Image : 12328750_15.tiff with Index : 1\n",
            "Resized and Stored Image : 12328750_15.tiff with Index : 1\n",
            "Reading Image : 22228900_15.tiff with Index : 2\n",
            "Resized and Stored Image : 22228900_15.tiff with Index : 2\n",
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            "Resized and Stored Image : 10828720_15.tiff with Index : 48\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "7LBE2cOtQXqE",
        "colab": {}
      },
      "source": [
        "testImages = []\n",
        "originalImages = os.listdir(\"TestingImages/\")\n",
        "\n",
        "for i in originalImages:\n",
        "    img = Image.open(\"TestingImages/\" + str(i))\n",
        "    \n",
        "    arr = np.array(img)\n",
        "    #arr = np.expand_dims(arr, -1)\n",
        "    testImages.append(arr)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "udJyPFiqQNmX"
      },
      "source": [
        "## Finalizing input for testing"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "N_99A2OXQzW2",
        "colab": {}
      },
      "source": [
        "with h5py.File(\"Dataset_test.h5\", 'w') as hdf:\n",
        "    hdf.create_dataset('images', data=testImages, compression='gzip', compression_opts=9)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "c8kSzVbpOhht",
        "outputId": "d842bd93-8e55-4f08-d327-53482ad11923",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        }
      },
      "source": [
        "file = h5py.File('Dataset_test.h5', 'r')\n",
        "imgs_test = file.get('images')\n",
        "#imgs_mask_test = file.get('masks')\n",
        "imgs_test = np.array(imgs_test)\n",
        "#imgs_mask_test = np.array(imgs_mask_test)\n",
        "imgs_test = imgs_test.astype('float32')\n",
        "imgs_test -= mean\n",
        "imgs_test /= std\n",
        "\n",
        "print('*'*30)\n",
        "print('Loading saved weights...')\n",
        "print('*'*30)\n",
        "model.load_weights('weights.h5')\n",
        "\n",
        "print('*'*30)\n",
        "print('Predicting masks on test data...')\n",
        "print('*'*30)\n",
        "imgs_mask_test = model.predict(imgs_test, verbose=1)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "******************************\n",
            "Loading saved weights...\n",
            "******************************\n",
            "******************************\n",
            "Predicting masks on test data...\n",
            "******************************\n",
            "41/41 [==============================] - 4s 87ms/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "ZejaD0MhV7VF",
        "outputId": "e4d8f55f-b460-45ff-86c8-04ec861c3a1b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        }
      },
      "source": [
        "print('*' * 30)\n",
        "print('Saving predicted masks to files...')\n",
        "print('*' * 30)\n",
        "pred_dir = 'Predictions'\n",
        "if not os.path.exists(pred_dir):\n",
        "    os.mkdir(pred_dir)\n",
        "for i, image in enumerate(imgs_mask_test):\n",
        "    image = (image * 255).astype(np.uint8)\n",
        "    cv2.imwrite(os.path.join(pred_dir, str(i + 1) + '_pred.png'), image)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "******************************\n",
            "Saving predicted masks to files...\n",
            "******************************\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "EE8x6c_tWg_K",
        "outputId": "4e8e2ab5-bd79-4680-ff93-91fc6f8b7be5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 645
        }
      },
      "source": [
        "plt.figure(figsize=(10, 10))\n",
        "plt.plot(history.history['loss'], linewidth=4, color='r')                   #visualising training and validation loss curves\n",
        "plt.plot(history.history['val_loss'], linewidth=4, color='b')\n",
        "plt.title('Model train vs Validation Loss', fontsize=20, fontweight=\"bold\")\n",
        "plt.ylabel('Loss', fontsize=20)\n",
        "plt.xlabel('Epoch', fontsize=20)\n",
        "plt.legend(['Train', 'Validation'], loc='upper right', fontsize=20)\n",
        "plt.xticks(fontsize=20)\n",
        "plt.yticks(fontsize=20)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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YfA/4SGp7HrnOvrZ/kLWg/Y0s+HbHCWQjOZ8ma7V4EbiArPXirXb2q5dLSpYXkX2PS91E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\nIiKiiBgwEhEREVFEDBiJiIiIKKL/B9tsD83UenDmAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "807_O4wGYcUk"
      },
      "source": [
        "# Model Saving"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "IPq-yS3MldM9",
        "colab": {}
      },
      "source": [
        "# keras library import  for Saving and loading model and weights\n",
        "\n",
        "from keras.models import model_from_json\n",
        "from keras.models import load_model\n",
        "\n",
        "# serialize model to JSON\n",
        "#  the keras model which is trained is defined as 'model' in this example\n",
        "model_json = model.to_json()\n",
        "\n",
        "\n",
        "with open(\"StoredModel.json\", \"w\") as json_file:\n",
        "    json_file.write(model_json)\n",
        "\n",
        "# serialize weights to HDF5\n",
        "model.save_weights(\"modelWeights.h5\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "zlP0qYVKmdcv"
      },
      "source": [
        "## Using the stored Model to predict & Test"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "7OE3swDDmhBb",
        "outputId": "e2da15ff-f364-421d-ec78-a28fdf2f15fd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        }
      },
      "source": [
        "# load json and create model\n",
        "json_file = open('StoredModel.json', 'r')\n",
        "\n",
        "loaded_model_json = json_file.read()\n",
        "json_file.close()\n",
        "loaded_model = model_from_json(loaded_model_json)\n",
        "\n",
        "# load weights into new model\n",
        "loaded_model.load_weights(\"modelWeights.h5\")\n",
        "print(\"Loaded model from disk\")\n",
        "\n",
        "loaded_model.save('finalModel.hdf5')\n",
        "loaded_model=load_model('finalModel.hdf5')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loaded model from disk\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python2.7/dist-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n",
            "  warnings.warn('No training configuration found in save file: '\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "O8SNj81Vm8nw",
        "outputId": "30031c0d-1d1d-420b-c0b4-212e8c12b9c5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        }
      },
      "source": [
        "file = h5py.File('Dataset_test.h5', 'r')\n",
        "imgs_test = file.get('images')\n",
        "#imgs_mask_test = file.get('masks')\n",
        "imgs_test = np.array(imgs_test)\n",
        "#imgs_mask_test = np.array(imgs_mask_test)\n",
        "imgs_test = imgs_test.astype('float32')\n",
        "imgs_test -= mean\n",
        "imgs_test /= std\n",
        "\n",
        "print('*'*30)\n",
        "print('Loading saved weights...')\n",
        "print('*'*30)\n",
        "loaded_model.load_weights('modelWeights.h5')\n",
        "\n",
        "print('*'*30)\n",
        "print('Predicting masks on test data...')\n",
        "print('*'*30)\n",
        "imgs_mask_test = loaded_model.predict(imgs_test, verbose=1)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "******************************\n",
            "Loading saved weights...\n",
            "******************************\n",
            "******************************\n",
            "Predicting masks on test data...\n",
            "******************************\n",
            "41/41 [==============================] - 1s 19ms/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "EEd2AVgZnWsB",
        "outputId": "29aa81cb-3ca5-4bf2-cefa-51b58a259dfd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        }
      },
      "source": [
        "print('*' * 30)\n",
        "print('Saving predicted masks to files...')\n",
        "print('*' * 30)\n",
        "pred_dir = 'PredictionsFromLoadedModel'\n",
        "if not os.path.exists(pred_dir):\n",
        "    os.mkdir(pred_dir)\n",
        "for i, image in enumerate(imgs_mask_test):\n",
        "    image = (image * 255).astype(np.uint8)\n",
        "    cv2.imwrite(os.path.join(pred_dir, str(i + 1) + '_pred.png'), image)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "******************************\n",
            "Saving predicted masks to files...\n",
            "******************************\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ObbjVUvzCQ8m",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}