{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oF9Z720Vm7oF", "outputId": "068e4b1d-bb8c-482c-9fcc-80cabb26d1a6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: segmentation-models in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (1.0.1)\n", "Requirement already satisfied: keras-applications<=1.0.8,>=1.0.7 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from segmentation-models) (1.0.8)\n", "Requirement already satisfied: image-classifiers==1.0.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from segmentation-models) (1.0.0)\n", "Requirement already satisfied: efficientnet==1.0.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from segmentation-models) (1.0.0)\n", "Requirement already satisfied: scikit-image in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from efficientnet==1.0.0->segmentation-models) (0.18.1)\n", "Requirement already satisfied: numpy>=1.9.1 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from keras-applications<=1.0.8,>=1.0.7->segmentation-models) (1.19.2)\n", "Requirement already satisfied: h5py in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from keras-applications<=1.0.8,>=1.0.7->segmentation-models) (2.10.0)\n", "Requirement already satisfied: six in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from h5py->keras-applications<=1.0.8,>=1.0.7->segmentation-models) (1.15.0)\n", "Requirement already satisfied: scipy>=1.0.1 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (1.6.0)\n", "Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (3.3.4)\n", "Requirement already satisfied: networkx>=2.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (3.1)\n", "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,>=4.3.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (9.5.0)\n", "Requirement already satisfied: imageio>=2.3.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (2.31.1)\n", "Requirement already satisfied: tifffile>=2019.7.26 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (2023.4.12)\n", "Requirement already satisfied: PyWavelets>=1.1.1 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (1.4.1)\n", "Requirement already satisfied: cycler>=0.10 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->efficientnet==1.0.0->segmentation-models) (0.11.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->efficientnet==1.0.0->segmentation-models) (1.4.4)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->efficientnet==1.0.0->segmentation-models) (3.0.9)\n", "Requirement already satisfied: python-dateutil>=2.1 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image->efficientnet==1.0.0->segmentation-models) (2.8.2)\n" ] } ], "source": [ "!pip install -U segmentation-models" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "id": "ZcQm4iMffm6p" }, "outputs": [], "source": [ "import os\n", "import cv2\n", "from PIL import Image\n", "import numpy as np\n", "from patchify import patchify\n", "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n", "\n", "from matplotlib import pyplot as plt\n", "import random" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "id": "jRlTUvJ_rFYw" }, "outputs": [], "source": [ "minmaxscaler = MinMaxScaler()" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "id": "U6F-SlBiewSn" }, "outputs": [], "source": [ "dataset_root_folder = '/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data'" ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "id": "XLnvmxjQfFWt" }, "outputs": [], "source": [ "dataset_name = \"Dubai_dataset\"" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "lz0A6YJtfJib", "outputId": "c617ddaf-8911-447d-d775-d58bf6c70c7f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks\n", "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 8/masks\n", "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks\n", "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks\n", "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks\n", "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks\n", "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks\n", "/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks\n" ] } ], "source": [ "for path, subdirs, files in os.walk(os.path.join(dataset_root_folder, dataset_name)):\n", " dir_name = path.split(os.path.sep)[-1]\n", " #print(dir_name)\n", " if dir_name == 'masks': # 'images\n", " images = os.listdir(path)\n", " print(path)\n", " #print(images)\n", " for i, image_name in enumerate(images):\n", " if (image_name.endswith('.png')): # '.jpg\n", " #print(image_name)\n", " a = True" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "id": "KgCSYp45kBgW" }, "outputs": [], "source": [ "image_patch_size = 256" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "id": "iLDzVDv3f48Y" }, "outputs": [], "source": [ "image = cv2.imread(f'{dataset_root_folder}/{dataset_name}/Tile 2/images/image_part_001.jpg',1)" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XpxEOKwDnZHL", "outputId": "4b985875-f871-4868-f786-b0d952fc0857" }, "outputs": [ { "data": { "text/plain": [ "(544, 509, 3)" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.shape" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "id": "OB1M28IEnFzv" }, "outputs": [], "source": [ "image_patches = patchify(image, (image_patch_size, image_patch_size, 3), step=image_patch_size)" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VrzzDlKrnTZb", "outputId": "30d42690-fa01-49da-ac70-5d4fe71eda0b" }, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(image_patches)" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "mnnxPjtFoNYe", "outputId": "c9a69a96-25ce-4e2b-9484-733944e18f8f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 1, 1, 256, 256, 3)\n" ] } ], "source": [ "print(image_patches.shape)" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "id": "u0KXQc8eqiI3" }, "outputs": [], "source": [ "minmaxscaler = MinMaxScaler()" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "id": "-pTmZWwjpc3q" }, "outputs": [], "source": [ "image_x = image_patches[0,0,:,:]\n", "#MinMaxScaler\n", "image_y = minmaxscaler.fit_transform(image_x.reshape(-1, image_x.shape[-1])).reshape(image_x.shape)" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dpvURaKXqy8k", "outputId": "f7070164-d7e6-44c6-bb86-48eeff2bff31" }, "outputs": [ { "data": { "text/plain": [ "(256, 256, 3)" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image_y[0].shape" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VzySbGCdlYA-", "outputId": "e056d86c-fa61-44fd-c6e2-25b8e4c3b5e0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(type(image))" ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "078hMvhImG86", "outputId": "1f02d6f3-1557-4756-9b1e-59bd388d5a8f" }, "outputs": [ { "data": { "text/plain": [ "PIL.Image.Image" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(Image.fromarray(image))" ] }, { "cell_type": "code", "execution_count": 148, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oVlBGxqjh9oW", "outputId": "f3865b20-f8b3-4b73-8b72-163216f40838" }, "outputs": [ { "data": { "text/plain": [ "(544, 509, 3)" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image.shape" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4DVk1FtjkH27", "outputId": "23009328-98ca-4aac-cf0e-caacba404825" }, "outputs": [ { "data": { "text/plain": [ "512" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(image.shape[0]//image_patch_size)*image_patch_size" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "id": "lk4Shilth_Oq" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[ WARN:0@2826.986] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0010.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.986] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0011.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.986] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0012.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.986] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0013.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.987] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0014.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.987] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0015.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.987] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0016.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.987] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0017.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.987] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0018.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2826.987] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/images/image_part_0019.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.124] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0010.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.124] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0011.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.124] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0012.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.125] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0013.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.125] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0014.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.125] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0015.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.125] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0016.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.125] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0017.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.126] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0018.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.126] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/images/image_part_0019.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.357] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0010.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.357] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0011.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.357] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0012.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.358] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0013.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.358] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0014.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.358] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0015.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.358] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0016.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.358] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0017.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.358] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0018.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.359] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/images/image_part_0019.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.960] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0010.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.961] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0011.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.961] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0012.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.961] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0013.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.961] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0014.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.961] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0015.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.962] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0016.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.962] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0017.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.962] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0018.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2827.962] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/images/image_part_0019.jpg'): can't open/read file: check file path/integrity\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[ WARN:0@2828.794] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0010.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.795] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0011.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.795] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0012.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.795] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0013.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.795] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0014.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.795] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0015.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.795] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0016.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.796] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0017.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.796] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0018.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2828.796] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/images/image_part_0019.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.293] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0010.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.294] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0011.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.294] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0012.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.294] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0013.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.294] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0014.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.295] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0015.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.295] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0016.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.295] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0017.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.295] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0018.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2829.295] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/images/image_part_0019.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.149] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0010.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.149] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0011.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.149] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0012.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.150] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0013.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.150] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0014.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.150] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0015.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.150] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0016.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.150] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0017.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.151] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0018.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.151] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/images/image_part_0019.jpg'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.244] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0010.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.244] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0011.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.245] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0012.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.245] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0013.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.245] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0014.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.245] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0015.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.245] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0016.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.246] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0017.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.246] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0018.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.246] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 1/masks/image_part_0019.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.304] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0010.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.304] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0011.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.304] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0012.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.304] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0013.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.304] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0014.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.304] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0015.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.305] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0016.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.305] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0017.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.305] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0018.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.305] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 2/masks/image_part_0019.png'): can't open/read file: check file path/integrity\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[ WARN:0@2832.381] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0010.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.381] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0011.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.381] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0012.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.381] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0013.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.381] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0014.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.381] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0015.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.382] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0016.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.382] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0017.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.382] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0018.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.382] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 3/masks/image_part_0019.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.491] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0010.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.491] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0011.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.491] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0012.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.491] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0013.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.491] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0014.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.491] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0015.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.492] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0016.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.492] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0017.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.492] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0018.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.492] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 4/masks/image_part_0019.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.653] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0010.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.653] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0011.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.653] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0012.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.654] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0013.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.654] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0014.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.654] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0015.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.654] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0016.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.654] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0017.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.654] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0018.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.655] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 5/masks/image_part_0019.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.758] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0010.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.758] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0011.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.758] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0012.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.758] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0013.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.759] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0014.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.759] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0015.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.759] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0016.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.759] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0017.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.759] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0018.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2832.759] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 6/masks/image_part_0019.png'): can't open/read file: check file path/integrity\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[ WARN:0@2833.240] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0010.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.240] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0011.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.240] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0012.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.240] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0013.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.241] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0014.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.241] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0015.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.241] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0016.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.241] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0017.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.241] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0018.png'): can't open/read file: check file path/integrity\n", "[ WARN:0@2833.241] global loadsave.cpp:244 findDecoder imread_('/mnt/beegfs/home/jgyegyiri2023/apps/Project/Project_data/Dubai_dataset/Tile 7/masks/image_part_0019.png'): can't open/read file: check file path/integrity\n" ] } ], "source": [ "image_dataset = []\n", "mask_dataset = []\n", "\n", "for image_type in ['images' , 'masks']:\n", " if image_type == 'images':\n", " image_extension = 'jpg'\n", " elif image_type == 'masks':\n", " image_extension = 'png'\n", " for tile_id in range(1,8):\n", " for image_id in range(1,20):\n", " image = cv2.imread(f'{dataset_root_folder}/{dataset_name}/Tile {tile_id}/{image_type}/image_part_00{image_id}.{image_extension}',1)\n", " if image is not None:\n", " if image_type == 'masks':\n", " image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n", " #print(image.shape)\n", " size_x = (image.shape[1]//image_patch_size)*image_patch_size\n", " size_y = (image.shape[0]//image_patch_size)*image_patch_size\n", " #print(\"{} --- {} - {}\".format(image.shape, size_x, size_y))\n", " image = Image.fromarray(image)\n", " image = image.crop((0,0, size_x, size_y))\n", " #print(\"({}, {})\".format(image.size[0],image.size[1]))\n", " image = np.array(image)\n", " patched_images = patchify(image, (image_patch_size, image_patch_size, 3), step=image_patch_size)\n", " #print(len(patched_images))\n", " for i in range(patched_images.shape[0]):\n", " for j in range(patched_images.shape[1]):\n", " if image_type == 'images':\n", " individual_patched_image = patched_images[i,j,:,:]\n", " #print(individual_patched_image.shape)\n", " individual_patched_image = minmaxscaler.fit_transform(individual_patched_image.reshape(-1, individual_patched_image.shape[-1])).reshape(individual_patched_image.shape)\n", " individual_patched_image = individual_patched_image[0]\n", " #print(individual_patched_image.shape)\n", " image_dataset.append(individual_patched_image)\n", " elif image_type == 'masks':\n", " individual_patched_mask = patched_images[i,j,:,:]\n", " individual_patched_mask = individual_patched_mask[0]\n", " mask_dataset.append(individual_patched_mask)\n" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7nKq-8mbjR5I", "outputId": "1db13d95-eb65-4f78-8b74-1243537e9a80" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "945\n", "945\n" ] } ], "source": [ "print(len(image_dataset))\n", "print(len(mask_dataset))" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "id": "mfdsb_pfrcNo" }, "outputs": [], "source": [ "image_dataset = np.array(image_dataset)\n", "mask_dataset = np.array(mask_dataset)" ] }, { "cell_type": "code", "execution_count": 153, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "iWGM5XDMuRwR", "outputId": "639dace7-3fb5-4cb0-e515-171d82305417" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "945\n", "945\n" ] } ], "source": [ "print(len(image_dataset))\n", "print(len(mask_dataset))" ] }, { "cell_type": "code", "execution_count": 154, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sidE4eTivdSz", "outputId": "82530b52-35eb-4a39-9153-f0351c991585" }, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(image_dataset[0])" ] }, { "cell_type": "code", "execution_count": 155, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NQ7YMShbvOow", "outputId": "d6cd0b26-a87d-487c-92b9-86bb6a0036cf" }, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(np.reshape(image_dataset[0], (image_patch_size, image_patch_size, 3)))" ] }, { "cell_type": "code", "execution_count": 159, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 575 }, "id": "DCSsqNWrum_j", "outputId": "e17d7788-4012-4d1b-8340-9bae6dc07e93" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "random_image_id = random.randint(0, len(image_dataset))\n", "\n", "plt.figure(figsize=(14,8))\n", "plt.subplot(121)\n", "plt.imshow(image_dataset[random_image_id])\n", "plt.subplot(122)\n", "plt.imshow(mask_dataset[random_image_id])" ] }, { "cell_type": "code", "execution_count": 160, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LCSNjQ8wu1u5", "outputId": "da9998b8-278b-4930-c24f-fe3b5fa5cacc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 60 16 152]\n", "[132 41 246]\n", "[110 193 228]\n", "[254 221 58]\n", "[226 169 41]\n", "[155 155 155]\n" ] } ], "source": [ "class_building = '#3C1098'\n", "class_building = class_building.lstrip('#')\n", "class_building = np.array(tuple(int(class_building[i:i+2], 16) for i in (0,2,4)))\n", "print(class_building)\n", "\n", "class_land = '#8429F6'\n", "class_land = class_land.lstrip('#')\n", "class_land = np.array(tuple(int(class_land[i:i+2], 16) for i in (0,2,4)))\n", "print(class_land)\n", "\n", "class_road = '#6EC1E4'\n", "class_road = class_road.lstrip('#')\n", "class_road = np.array(tuple(int(class_road[i:i+2], 16) for i in (0,2,4)))\n", "print(class_road)\n", "\n", "class_vegetation = '#FEDD3A'\n", "class_vegetation = class_vegetation.lstrip('#')\n", "class_vegetation = np.array(tuple(int(class_vegetation[i:i+2], 16) for i in (0,2,4)))\n", "print(class_vegetation)\n", "\n", "class_water = '#E2A929'\n", "class_water = class_water.lstrip('#')\n", "class_water = np.array(tuple(int(class_water[i:i+2], 16) for i in (0,2,4)))\n", "print(class_water)\n", "\n", "class_unlabeled = '#9B9B9B'\n", "class_unlabeled = class_unlabeled.lstrip('#')\n", "class_unlabeled = np.array(tuple(int(class_unlabeled[i:i+2], 16) for i in (0,2,4)))\n", "print(class_unlabeled)" ] }, { "cell_type": "code", "execution_count": 161, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AK-UTcQ3yoLs", "outputId": "930c5bc3-3a94-4e83-84bc-d47ae7160dfb" }, "outputs": [ { "data": { "text/plain": [ "945" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mask_dataset.shape[0]" ] }, { "cell_type": "code", "execution_count": 162, "metadata": { "id": "DXC9ppyqzfCr" }, "outputs": [], "source": [ "label = individual_patched_mask" ] }, { "cell_type": "code", "execution_count": 163, "metadata": { "id": "CEuEYZgWy6hl" }, "outputs": [], "source": [ "def rgb_to_label(label):\n", " label_segment = np.zeros(label.shape, dtype=np.uint8)\n", " label_segment[np.all(label == class_water, axis=-1)] = 0\n", " label_segment[np.all(label == class_land, axis=-1)] = 1\n", " label_segment[np.all(label == class_road, axis=-1)] = 2\n", " label_segment[np.all(label == class_building, axis=-1)] = 3\n", " label_segment[np.all(label == class_vegetation, axis=-1)] = 4\n", " label_segment[np.all(label == class_unlabeled, axis=-1)] = 5\n", " #print(label_segment)\n", " label_segment = label_segment[:,:,0]\n", " #print(label_segment)\n", " return label_segment" ] }, { "cell_type": "code", "execution_count": 164, "metadata": { "id": "wjlUe4OwxPua" }, "outputs": [], "source": [ "labels = []\n", "for i in range(mask_dataset.shape[0]):\n", " label = rgb_to_label(mask_dataset[i])\n", " labels.append(label)" ] }, { "cell_type": "code", "execution_count": 165, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KGpAkGQYzKKu", "outputId": "8a2bc6c4-9d46-4d10-834a-4a29a23139f9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "945\n" ] } ], "source": [ "print(len(labels))" ] }, { "cell_type": "code", "execution_count": 166, "metadata": { "id": "WcyJI-uCzOZS" }, "outputs": [], "source": [ "labels = np.array(labels)" ] }, { "cell_type": "code", "execution_count": 167, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "C0TjnIHPzTK3", "outputId": "51727698-d466-43bc-aa7c-3d6e5185ffc1" }, "outputs": [ { "data": { "text/plain": [ "array([[1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " ...,\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1]], dtype=uint8)" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels[3]" ] }, { "cell_type": "code", "execution_count": 168, "metadata": { "id": "wWit1wMrzYce" }, "outputs": [], "source": [ "labels = np.expand_dims(labels, axis=3)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "c6yZlp0x1HJn", "outputId": "22f70bee-6609-4e36-8e71-c413524dead9" }, "outputs": [ { "data": { "text/plain": [ "array([[[1],\n", " [1],\n", " [1],\n", " ...,\n", " [1],\n", " [1],\n", " [1]],\n", "\n", " [[1],\n", " [1],\n", " [1],\n", " ...,\n", " [1],\n", " [1],\n", " [1]],\n", "\n", " [[1],\n", " [1],\n", " [1],\n", " ...,\n", " [1],\n", " [1],\n", " [1]],\n", "\n", " ...,\n", "\n", " [[1],\n", " [1],\n", " [1],\n", " ...,\n", " [1],\n", " [1],\n", " [1]],\n", "\n", " [[1],\n", " [1],\n", " [1],\n", " ...,\n", " [1],\n", " [1],\n", " [1]],\n", "\n", " [[1],\n", " [1],\n", " [1],\n", " ...,\n", " [1],\n", " [1],\n", " [1]]], dtype=uint8)" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels[0]" ] }, { "cell_type": "code", "execution_count": 170, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "b4TNgEl-1ISy", "outputId": "6f07b820-7f1e-4a81-c958-8eb58dec105e" }, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 3, 4, 5], dtype=uint8)" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(labels)" ] }, { "cell_type": "code", "execution_count": 171, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3gd3gFwN1_Z4", "outputId": "5266f643-2d01-40db-9562-9e5aa12ffd4e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total unique labels based on masks: [0 1 2 3 4 5]\n" ] } ], "source": [ "print(\"Total unique labels based on masks: \",format(np.unique(labels)))" ] }, { "cell_type": "code", "execution_count": 173, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 575 }, "id": "1Do8kOxu2Rts", "outputId": "6d99e5af-7417-4810-bc5d-fca4ed036837" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 173, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "random_image_id = random.randint(0, len(image_dataset))\n", "\n", "plt.figure(figsize=(14,8))\n", "plt.subplot(121)\n", "plt.imshow(image_dataset[random_image_id])\n", "plt.subplot(122)\n", "#plt.imshow(mask_dataset[random_image_id])\n", "plt.imshow(labels[random_image_id][:,:,0])" ] }, { "cell_type": "code", "execution_count": 174, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "osBSIGFf2ie1", "outputId": "3d73f746-cf7c-44bf-b448-d5d0db55b0d0" }, "outputs": [ { "data": { "text/plain": [ "array([[1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " ...,\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1]], dtype=uint8)" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels[0][:,:,0]" ] }, { "cell_type": "code", "execution_count": 175, "metadata": { "id": "rrEYP0su3cXz" }, "outputs": [], "source": [ "total_classes = len(np.unique(labels))" ] }, { "cell_type": "code", "execution_count": 176, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BRl2xJTO3lKs", "outputId": "b2f5a904-23d7-4a40-9619-6af4a8a7b44c" }, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "total_classes" ] }, { "cell_type": "code", "execution_count": 177, "metadata": { "id": "0RjSrr6u3s5Y" }, "outputs": [], "source": [ "from tensorflow.keras.utils import to_categorical" ] }, { "cell_type": "code", "execution_count": 178, "metadata": { "id": "Uj5Cg0Y030g7" }, "outputs": [], "source": [ "labels_categorical_dataset = to_categorical(labels, num_classes=total_classes)" ] }, { "cell_type": "code", "execution_count": 179, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3jehRZB34DxM", "outputId": "a1569cfb-732c-4de4-d5d7-a0819e42e8e9" }, "outputs": [ { "data": { "text/plain": [ "(945, 256, 256, 6)" ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels_categorical_dataset.shape" ] }, { "cell_type": "code", "execution_count": 180, "metadata": { "id": "c0oZ2yE54RCA" }, "outputs": [], "source": [ "#master_trianing_dataset.shape" ] }, { "cell_type": "code", "execution_count": 181, "metadata": { "id": "wYRebsy82rYZ" }, "outputs": [], "source": [ "master_trianing_dataset = image_dataset" ] }, { "cell_type": "code", "execution_count": 182, "metadata": { "id": "b6yTM05m3DfV" }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 183, "metadata": { "id": "lqRemXmg3LDL" }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(master_trianing_dataset, labels_categorical_dataset, test_size=0.15, random_state=100)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oUUed9Yl4ham", "outputId": "77061287-9777-49dd-e5e2-d5a5066def0e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(803, 256, 256, 3)\n", "(142, 256, 256, 3)\n", "(803, 256, 256, 6)\n", "(142, 256, 256, 6)\n" ] } ], "source": [ "print(X_train.shape)\n", "print(X_test.shape)\n", "print(y_train.shape)\n", "print(y_test.shape)" ] }, { "cell_type": "code", "execution_count": 185, "metadata": { "id": "nYpugjAO5Hnh" }, "outputs": [], "source": [ "image_height = X_train.shape[1]\n", "image_width = X_train.shape[2]\n", "image_channels = X_train.shape[3]\n", "total_classes = y_train.shape[3]" ] }, { "cell_type": "code", "execution_count": 186, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "mL1jvfYf5Up5", "outputId": "e359e91a-8e84-4581-cb9d-62ab7ad34a38" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "256\n", "256\n", "3\n", "6\n" ] } ], "source": [ "print(image_height)\n", "print(image_width)\n", "print(image_channels)\n", "print(total_classes)" ] }, { "cell_type": "markdown", "metadata": { "id": "HkRWVkFNdC5v" }, "source": [ "**Part two**\n" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf" ] }, { "cell_type": "code", "execution_count": 188, "metadata": { "id": "6XRxlBhpdHWc" }, "outputs": [], "source": [ "\n", "from tensorflow import keras\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, UpSampling2D, Conv2DTranspose\n", "from tensorflow.keras.layers import concatenate, BatchNormalization, Dropout, Lambda" ] }, { "cell_type": "code", "execution_count": 189, "metadata": { "id": "Af8vMwtMdMsh" }, "outputs": [], "source": [ "from tensorflow.keras import backend as K" ] }, { "cell_type": "code", "execution_count": 190, "metadata": { "id": "sy_NZQwZdQEW" }, "outputs": [], "source": [ "def jaccard_coef(y_true, y_pred):\n", " y_true_flatten = K.flatten(y_true)\n", " y_pred_flatten = K.flatten(y_pred)\n", " intersection = K.sum(y_true_flatten * y_pred_flatten)\n", " final_coef_value = (intersection + 1.0) / (K.sum(y_true_flatten) + K.sum(y_pred_flatten) - intersection + 1.0)\n", " return final_coef_value" ] }, { "cell_type": "code", "execution_count": 191, "metadata": { "id": "l5BUbMR9dThV" }, "outputs": [], "source": [ "def multi_unet_model(n_classes=5, image_height=256, image_width=256, image_channels=1):\n", "\n", " inputs = Input((image_height, image_width, image_channels))\n", "\n", " source_input = inputs\n", "\n", " c1 = Conv2D(16, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(source_input)\n", " c1 = Dropout(0.2)(c1)\n", " c1 = Conv2D(16, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c1)\n", " p1 = MaxPooling2D((2,2))(c1)\n", "\n", " c2 = Conv2D(32, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(p1)\n", " c2 = Dropout(0.2)(c2)\n", " c2 = Conv2D(32, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c2)\n", " p2 = MaxPooling2D((2,2))(c2)\n", "\n", " c3 = Conv2D(64, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(p2)\n", " c3 = Dropout(0.2)(c3)\n", " c3 = Conv2D(64, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c3)\n", " p3 = MaxPooling2D((2,2))(c3)\n", "\n", " c4 = Conv2D(128, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(p3)\n", " c4 = Dropout(0.2)(c4)\n", " c4 = Conv2D(128, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c4)\n", " p4 = MaxPooling2D((2,2))(c4)\n", "\n", " c5 = Conv2D(256, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(p4)\n", " c5 = Dropout(0.2)(c5)\n", " c5 = Conv2D(256, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c5)\n", "\n", " u6 = Conv2DTranspose(128, (2,2), strides=(2,2), padding=\"same\")(c5)\n", " u6 = concatenate([u6, c4])\n", " c6 = Conv2D(128, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(u6)\n", " c6 = Dropout(0.2)(c6)\n", " c6 = Conv2D(128, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c6)\n", "\n", " u7 = Conv2DTranspose(64, (2,2), strides=(2,2), padding=\"same\")(c6)\n", " u7 = concatenate([u7, c3])\n", " c7 = Conv2D(64, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(u7)\n", " c7 = Dropout(0.2)(c7)\n", " c7 = Conv2D(64, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c7)\n", "\n", " u8 = Conv2DTranspose(32, (2,2), strides=(2,2), padding=\"same\")(c7)\n", " u8 = concatenate([u8, c2])\n", " c8 = Conv2D(32, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(u8)\n", " c8 = Dropout(0.2)(c8)\n", " c8 = Conv2D(32, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c8)\n", "\n", " u9 = Conv2DTranspose(16, (2,2), strides=(2,2), padding=\"same\")(c8)\n", " u9 = concatenate([u9, c1], axis=3)\n", " c9 = Conv2D(16, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(u9)\n", " c9 = Dropout(0.2)(c9)\n", " c9 = Conv2D(16, (3,3), activation=\"relu\", kernel_initializer=\"he_normal\", padding=\"same\")(c9)\n", "\n", " outputs = Conv2D(n_classes, (1,1), activation=\"softmax\")(c9)\n", "\n", " model = Model(inputs=[inputs], outputs=[outputs])\n", " return model" ] }, { "cell_type": "code", "execution_count": 192, "metadata": { "id": "CKe0ybUagefi" }, "outputs": [], "source": [ "metrics = [\"accuracy\", jaccard_coef]" ] }, { "cell_type": "code", "execution_count": 193, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jTaDv7PRdgeY", "outputId": "5ab2b60d-8fb1-44e1-a5be-a12423472126" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "256\n", "256\n", "3\n", "6\n" ] } ], "source": [ "print(image_height)\n", "print(image_width)\n", "print(image_channels)\n", "print(total_classes)" ] }, { "cell_type": "code", "execution_count": 194, "metadata": { "id": "XE8jYgHJdnfB" }, "outputs": [], "source": [ "def get_deep_learning_model():\n", " return multi_unet_model(n_classes=total_classes,\n", " image_height=image_height,\n", " image_width=image_width,\n", " image_channels=image_channels)" ] }, { "cell_type": "code", "execution_count": 195, "metadata": { "id": "oLvA42QUm5VH" }, "outputs": [], "source": [ "#def get_deep_learning_model2():\n", " # return Resnet50_unet_model(n_classes=total_classes,\n", " # image_height=image_height,\n", " # image_width=image_width,\n", " # image_channels=image_channels)" ] }, { "cell_type": "code", "execution_count": 196, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jhOEpoKydq21", "outputId": "e8375615-d5be-44ec-994b-10cfdbc6a036" }, "outputs": [], "source": [ "model = get_deep_learning_model()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "kHUDc2bzd1ht" }, "source": [ "Generating Loss Function\n", "dice loss > Focal Loss > Total Loss\n", "Total Loss = (Dice loss + (1*Focal Loss))" ] }, { "cell_type": "code", "execution_count": 197, "metadata": { "id": "KxFLSICCd466" }, "outputs": [], "source": [ "weights = [0.1666, 0.1666, 0.1666, 0.1666, 0.1666, 0.1666]" ] }, { "cell_type": "code", "execution_count": 198, "metadata": { "id": "NIOu--PhpWoR" }, "outputs": [], "source": [ "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, TensorBoard\n", "import os\n", "os.environ[\"SM_FRAMEWORK\"] = \"tf.keras\"" ] }, { "cell_type": "code", "execution_count": 199, "metadata": { "id": "Lhrz0P9Rd8w4" }, "outputs": [], "source": [ "import segmentation_models as sm" ] }, { "cell_type": "code", "execution_count": 200, "metadata": { "id": "Dmx3N2RbeA09" }, "outputs": [], "source": [ "dice_loss = sm.losses.DiceLoss(class_weights = weights)" ] }, { "cell_type": "code", "execution_count": 201, "metadata": { "id": "4jaoA3U1eEKs" }, "outputs": [], "source": [ "focal_loss = sm.losses.CategoricalFocalLoss()" ] }, { "cell_type": "code", "execution_count": 202, "metadata": { "id": "vGwNTHvTeHSP" }, "outputs": [], "source": [ "total_loss = dice_loss + (1 * focal_loss)" ] }, { "cell_type": "code", "execution_count": 233, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting wandb\n", " Downloading wandb-0.15.8-py3-none-any.whl (2.1 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/2.1 MB\u001b[0m \u001b[31m2.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\n", "\u001b[?25hRequirement already satisfied: Click!=8.0.0,>=7.1 in /mnt/beegfs/home/jgyegyiri2023/.local/lib/python3.8/site-packages (from wandb) (8.1.3)\n", "Collecting GitPython!=3.1.29,>=1.0.0 (from wandb)\n", " Downloading GitPython-3.1.32-py3-none-any.whl (188 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m188.5/188.5 kB\u001b[0m \u001b[31m394.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n", "\u001b[?25hRequirement already satisfied: requests<3,>=2.0.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from wandb) (2.31.0)\n", "Requirement already satisfied: psutil>=5.0.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from wandb) (5.9.5)\n", "Collecting sentry-sdk>=1.0.0 (from wandb)\n", " Downloading sentry_sdk-1.29.2-py2.py3-none-any.whl (215 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m215.6/215.6 kB\u001b[0m \u001b[31m902.9 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n", "\u001b[?25hCollecting docker-pycreds>=0.4.0 (from wandb)\n", " Downloading docker_pycreds-0.4.0-py2.py3-none-any.whl (9.0 kB)\n", "Requirement already satisfied: PyYAML in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from wandb) (6.0)\n", "Collecting pathtools (from wandb)\n", " Downloading pathtools-0.1.2.tar.gz (11 kB)\n", " Preparing metadata (setup.py) ... \u001b[?25ldone\n", "\u001b[?25hCollecting setproctitle (from wandb)\n", " Downloading setproctitle-1.3.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (31 kB)\n", "Requirement already satisfied: setuptools in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from wandb) (67.7.2)\n", "Collecting appdirs>=1.4.3 (from wandb)\n", " Downloading appdirs-1.4.4-py2.py3-none-any.whl (9.6 kB)\n", "Requirement already satisfied: typing-extensions in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from wandb) (4.6.3)\n", "Requirement already satisfied: protobuf!=4.21.0,<5,>=3.12.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from wandb) (3.19.6)\n", "Requirement already satisfied: six>=1.4.0 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from docker-pycreds>=0.4.0->wandb) (1.15.0)\n", "Collecting gitdb<5,>=4.0.1 (from GitPython!=3.1.29,>=1.0.0->wandb)\n", " Downloading gitdb-4.0.10-py3-none-any.whl (62 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m120.7 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n", "\u001b[?25hRequirement already satisfied: charset-normalizer<4,>=2 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from requests<3,>=2.0.0->wandb) (3.1.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from requests<3,>=2.0.0->wandb) (3.4)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from requests<3,>=2.0.0->wandb) (1.26.15)\n", "Requirement already satisfied: certifi>=2017.4.17 in /mnt/beegfs/home/jgyegyiri2023/.conda/envs/kwaku/lib/python3.8/site-packages (from requests<3,>=2.0.0->wandb) (2023.5.7)\n", "Collecting smmap<6,>=3.0.1 (from gitdb<5,>=4.0.1->GitPython!=3.1.29,>=1.0.0->wandb)\n", " Downloading smmap-5.0.0-py3-none-any.whl (24 kB)\n", "Building wheels for collected packages: pathtools\n", " Building wheel for pathtools (setup.py) ... \u001b[?25ldone\n", "\u001b[?25h Created wheel for pathtools: filename=pathtools-0.1.2-py3-none-any.whl size=8791 sha256=f6abf351e0a1df9ca476fd92baa45bd094dffa91345c471a8383348423ffd2ba\n", " Stored in directory: /mnt/beegfs/home/jgyegyiri2023/.cache/pip/wheels/4c/8e/7e/72fbc243e1aeecae64a96875432e70d4e92f3d2d18123be004\n", "Successfully built pathtools\n", "Installing collected packages: pathtools, appdirs, smmap, setproctitle, sentry-sdk, docker-pycreds, gitdb, GitPython, wandb\n", "Successfully installed GitPython-3.1.32 appdirs-1.4.4 docker-pycreds-0.4.0 gitdb-4.0.10 pathtools-0.1.2 sentry-sdk-1.29.2 setproctitle-1.3.2 smmap-5.0.0 wandb-0.15.8\n" ] } ], "source": [ "!pip install wandb" ] }, { "cell_type": "code", "execution_count": 246, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /mnt/beegfs/home/jgyegyiri2023/.netrc\r\n" ] } ], "source": [ "!wandb login 6674c72e2f745c9c96267e5b3348c1175fb4b3a5" ] }, { "cell_type": "code", "execution_count": 245, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mERROR: Could not find a version that satisfies the requirement keras-2.10.0 (from versions: none)\u001b[0m\u001b[31m\r\n", "\u001b[0m\u001b[31mERROR: No matching distribution found for keras-2.10.0\u001b[0m\u001b[31m\r\n", "\u001b[0m" ] } ], "source": [ "!pip install keras-2.10.0\n" ] }, { "cell_type": "code", "execution_count": 250, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "env: \"WANDB_NOTEBOOK_NAME\"=\"segmentation\"\n" ] } ], "source": [ "import wandb\n", "\n", "%env \"WANDB_NOTEBOOK_NAME\" \"segmentation\"\n", " " ] }, { "cell_type": "code", "execution_count": 251, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Finishing last run (ID:bnd35e59) before initializing another..." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "Waiting for W&B process to finish... (success)." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba55f965eb524f3cb9b308b9e85e857a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Label(value='0.007 MB of 0.007 MB uploaded (0.000 MB deduped)\\r'), FloatProgress(value=1.0, max…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " View run genial-jazz-1 at: https://wandb.ai/jgyegyiri2023/segmentation2023/runs/bnd35e59
Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "Find logs at: ./wandb/run-20230823_130519-bnd35e59/logs" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "Successfully finished last run (ID:bnd35e59). Initializing new run:
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "934820f8700d4aa7802a5fde735d7af2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Label(value='Waiting for wandb.init()...\\r'), FloatProgress(value=0.016669597467019532, max=1.0…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "Tracking run with wandb version 0.15.8" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "Run data is saved locally in /mnt/beegfs/home/jgyegyiri2023/apps/Project/wandb/run-20230823_130958-5q6jgtcv" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "Syncing run effortless-pine-2 to Weights & Biases (docs)
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " View project at https://wandb.ai/jgyegyiri2023/segmentation2023" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " View run at https://wandb.ai/jgyegyiri2023/segmentation2023/runs/5q6jgtcv" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 251, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wandb.init(\n", " # set the wandb project where this run will be logged\n", " project=\"segmentation2023\", entity ='jgyegyiri2023')" ] }, { "cell_type": "code", "execution_count": 249, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /mnt/beegfs/home/jgyegyiri2023/.netrc\r\n" ] } ], "source": [ "!wandb login --relogin 6674c72e2f745c9c96267e5b3348c1175fb4b3a5" ] }, { "cell_type": "markdown", "metadata": { "id": "QRoY-qW2eOAH" }, "source": [ "Model compilation" ] }, { "cell_type": "code", "execution_count": 252, "metadata": { "id": "m6SvdXLyeSRb" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2023-08-23 13:10:18.317143: I tensorflow/core/profiler/lib/profiler_session.cc:136] Profiler session initializing.\n", "2023-08-23 13:10:18.317206: I tensorflow/core/profiler/lib/profiler_session.cc:155] Profiler session started.\n", "2023-08-23 13:10:18.317497: E tensorflow/core/profiler/internal/gpu/cupti_tracer.cc:1415] function cupti_interface_->Subscribe( &subscriber_, (CUpti_CallbackFunc)ApiCallback, this)failed with error CUPTI_ERROR_NOT_INITIALIZED\n", "2023-08-23 13:10:18.317578: I tensorflow/core/profiler/lib/profiler_session.cc:172] Profiler session tear down.\n" ] } ], "source": [ "# Define callbacks\n", "callbacks = [\n", " ModelCheckpoint(filepath='model_checkpoint.h5', save_best_only=True),\n", " TensorBoard(log_dir='logs')\n", "]\n" ] }, { "cell_type": "code", "execution_count": 253, "metadata": { "id": "hImiti9KeVgz" }, "outputs": [], "source": [ "tf.keras.backend.clear_session()" ] }, { "cell_type": "code", "execution_count": 254, "metadata": { "id": "LX5PT6TzeiGJ" }, "outputs": [], "source": [ "model.compile(optimizer=\"adam\", loss=total_loss, metrics=metrics)" ] }, { "cell_type": "code", "execution_count": 255, "metadata": { "id": "IrpJ2nRJnRoO" }, "outputs": [], "source": [ "#model1.compile(optimizer=\"adam\", loss=total_loss, metrics=metrics)" ] }, { "cell_type": "code", "execution_count": 256, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PHwnTzoqemL-", "outputId": "6a78ff10-3c06-40af-c1c2-d21aa428e9d9" }, "outputs": [], "source": [ "#model.summary()" ] }, { "cell_type": "code", "execution_count": 257, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gLaNRNEDnUde", "outputId": "92c79e13-42f1-40cf-d281-20341b43f18a" }, "outputs": [], "source": [ "#model1.summary()" ] }, { "cell_type": "code", "execution_count": 258, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AhQ6GFMfesBd", "outputId": "4c3c33a5-12a7-4729-c494-0834a7151379" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/200\n", " 2/51 [>.............................] - ETA: 5s - loss: 0.8542 - accuracy: 0.9397 - jaccard_coef: 0.8701 " ] }, { "name": "stderr", "output_type": "stream", "text": [ "2023-08-23 13:10:29.777590: I tensorflow/core/profiler/lib/profiler_session.cc:136] Profiler session initializing.\n", "2023-08-23 13:10:29.777629: I tensorflow/core/profiler/lib/profiler_session.cc:155] Profiler session started.\n", "2023-08-23 13:10:29.777691: E tensorflow/core/profiler/internal/gpu/cupti_tracer.cc:1415] function cupti_interface_->Subscribe( &subscriber_, (CUpti_CallbackFunc)ApiCallback, this)failed with error CUPTI_ERROR_NOT_INITIALIZED\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5/51 [=>............................] - ETA: 6s - loss: 0.8557 - accuracy: 0.9471 - jaccard_coef: 0.8835" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2023-08-23 13:10:29.962843: I tensorflow/core/profiler/lib/profiler_session.cc:71] Profiler session collecting data.\n", "2023-08-23 13:10:29.971124: I tensorflow/core/profiler/internal/gpu/cupti_collector.cc:228] GpuTracer has collected 0 callback api events and 0 activity events. \n", "2023-08-23 13:10:29.973460: I tensorflow/core/profiler/lib/profiler_session.cc:172] Profiler session tear down.\n", "2023-08-23 13:10:30.019280: I tensorflow/core/profiler/rpc/client/save_profile.cc:137] Creating directory: logs/train/plugins/profile/2023_08_23_13_10_29\n", "2023-08-23 13:10:30.023775: I tensorflow/core/profiler/rpc/client/save_profile.cc:143] Dumped gzipped tool data for trace.json.gz to logs/train/plugins/profile/2023_08_23_13_10_29/nodenviv100009.hpc.fau.edu.trace.json.gz\n", "2023-08-23 13:10:30.082554: I tensorflow/core/profiler/rpc/client/save_profile.cc:137] Creating directory: logs/train/plugins/profile/2023_08_23_13_10_29\n", "2023-08-23 13:10:30.099729: I tensorflow/core/profiler/rpc/client/save_profile.cc:143] Dumped gzipped tool data for memory_profile.json.gz to logs/train/plugins/profile/2023_08_23_13_10_29/nodenviv100009.hpc.fau.edu.memory_profile.json.gz\n", "2023-08-23 13:10:30.116441: I tensorflow/core/profiler/rpc/client/capture_profile.cc:251] Creating directory: logs/train/plugins/profile/2023_08_23_13_10_29Dumped tool data for xplane.pb to logs/train/plugins/profile/2023_08_23_13_10_29/nodenviv100009.hpc.fau.edu.xplane.pb\n", "Dumped tool data for overview_page.pb to logs/train/plugins/profile/2023_08_23_13_10_29/nodenviv100009.hpc.fau.edu.overview_page.pb\n", "Dumped tool data for input_pipeline.pb to logs/train/plugins/profile/2023_08_23_13_10_29/nodenviv100009.hpc.fau.edu.input_pipeline.pb\n", "Dumped tool data for tensorflow_stats.pb to logs/train/plugins/profile/2023_08_23_13_10_29/nodenviv100009.hpc.fau.edu.tensorflow_stats.pb\n", "Dumped tool data for kernel_stats.pb to logs/train/plugins/profile/2023_08_23_13_10_29/nodenviv100009.hpc.fau.edu.kernel_stats.pb\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "51/51 [==============================] - 6s 89ms/step - loss: 0.8599 - accuracy: 0.9485 - jaccard_coef: 0.8844 - val_loss: 0.9154 - val_accuracy: 0.8672 - val_jaccard_coef: 0.7575\n", "Epoch 2/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8574 - accuracy: 0.9537 - jaccard_coef: 0.8955 - val_loss: 0.9163 - val_accuracy: 0.8722 - val_jaccard_coef: 0.7667\n", "Epoch 3/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8574 - accuracy: 0.9537 - jaccard_coef: 0.8958 - val_loss: 0.9107 - val_accuracy: 0.8700 - val_jaccard_coef: 0.7605\n", "Epoch 4/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8618 - accuracy: 0.9436 - jaccard_coef: 0.8745 - val_loss: 0.9208 - val_accuracy: 0.8603 - val_jaccard_coef: 0.7470\n", "Epoch 5/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8597 - accuracy: 0.9489 - jaccard_coef: 0.8856 - val_loss: 0.9126 - val_accuracy: 0.8651 - val_jaccard_coef: 0.7509\n", "Epoch 6/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8590 - accuracy: 0.9495 - jaccard_coef: 0.8853 - val_loss: 0.9190 - val_accuracy: 0.8635 - val_jaccard_coef: 0.7524\n", "Epoch 7/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8576 - accuracy: 0.9538 - jaccard_coef: 0.8962 - val_loss: 0.9163 - val_accuracy: 0.8631 - val_jaccard_coef: 0.7514\n", "Epoch 8/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8581 - accuracy: 0.9531 - jaccard_coef: 0.8945 - val_loss: 0.9241 - val_accuracy: 0.8565 - val_jaccard_coef: 0.7425\n", "Epoch 9/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8577 - accuracy: 0.9526 - jaccard_coef: 0.8940 - val_loss: 0.9149 - val_accuracy: 0.8679 - val_jaccard_coef: 0.7594\n", "Epoch 10/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8566 - accuracy: 0.9551 - jaccard_coef: 0.8988 - val_loss: 0.9203 - val_accuracy: 0.8657 - val_jaccard_coef: 0.7573\n", "Epoch 11/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8560 - accuracy: 0.9566 - jaccard_coef: 0.9024 - val_loss: 0.9200 - val_accuracy: 0.8626 - val_jaccard_coef: 0.7518\n", "Epoch 12/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8566 - accuracy: 0.9547 - jaccard_coef: 0.8984 - val_loss: 0.9235 - val_accuracy: 0.8613 - val_jaccard_coef: 0.7500\n", "Epoch 13/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8560 - accuracy: 0.9568 - jaccard_coef: 0.9026 - val_loss: 0.9209 - val_accuracy: 0.8621 - val_jaccard_coef: 0.7514\n", "Epoch 14/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8568 - accuracy: 0.9549 - jaccard_coef: 0.8989 - val_loss: 0.9188 - val_accuracy: 0.8622 - val_jaccard_coef: 0.7493\n", "Epoch 15/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8586 - accuracy: 0.9509 - jaccard_coef: 0.8899 - val_loss: 0.9193 - val_accuracy: 0.8606 - val_jaccard_coef: 0.7479\n", "Epoch 16/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8572 - accuracy: 0.9528 - jaccard_coef: 0.8942 - val_loss: 0.9159 - val_accuracy: 0.8652 - val_jaccard_coef: 0.7556\n", "Epoch 17/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8560 - accuracy: 0.9562 - jaccard_coef: 0.9012 - val_loss: 0.9228 - val_accuracy: 0.8592 - val_jaccard_coef: 0.7471\n", "Epoch 18/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8558 - accuracy: 0.9567 - jaccard_coef: 0.9026 - val_loss: 0.9259 - val_accuracy: 0.8542 - val_jaccard_coef: 0.7388\n", "Epoch 19/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8566 - accuracy: 0.9548 - jaccard_coef: 0.8983 - val_loss: 0.9174 - val_accuracy: 0.8630 - val_jaccard_coef: 0.7502\n", "Epoch 20/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8580 - accuracy: 0.9513 - jaccard_coef: 0.8909 - val_loss: 0.9208 - val_accuracy: 0.8602 - val_jaccard_coef: 0.7472\n", "Epoch 21/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8565 - accuracy: 0.9555 - jaccard_coef: 0.8990 - val_loss: 0.9232 - val_accuracy: 0.8562 - val_jaccard_coef: 0.7408\n", "Epoch 22/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8561 - accuracy: 0.9563 - jaccard_coef: 0.9013 - val_loss: 0.9171 - val_accuracy: 0.8658 - val_jaccard_coef: 0.7561\n", "Epoch 23/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8555 - accuracy: 0.9572 - jaccard_coef: 0.9038 - val_loss: 0.9195 - val_accuracy: 0.8621 - val_jaccard_coef: 0.7505\n", "Epoch 24/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8554 - accuracy: 0.9577 - jaccard_coef: 0.9043 - val_loss: 0.9216 - val_accuracy: 0.8597 - val_jaccard_coef: 0.7472\n", "Epoch 25/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8553 - accuracy: 0.9576 - jaccard_coef: 0.9044 - val_loss: 0.9191 - val_accuracy: 0.8641 - val_jaccard_coef: 0.7534\n", "Epoch 26/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8554 - accuracy: 0.9572 - jaccard_coef: 0.9036 - val_loss: 0.9230 - val_accuracy: 0.8591 - val_jaccard_coef: 0.7456\n", "Epoch 27/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8562 - accuracy: 0.9560 - jaccard_coef: 0.9013 - val_loss: 0.9191 - val_accuracy: 0.8613 - val_jaccard_coef: 0.7485\n", "Epoch 28/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8561 - accuracy: 0.9553 - jaccard_coef: 0.8993 - val_loss: 0.9205 - val_accuracy: 0.8611 - val_jaccard_coef: 0.7480\n", "Epoch 29/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8557 - accuracy: 0.9573 - jaccard_coef: 0.9030 - val_loss: 0.9202 - val_accuracy: 0.8630 - val_jaccard_coef: 0.7509\n", "Epoch 30/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8562 - accuracy: 0.9558 - jaccard_coef: 0.9003 - val_loss: 0.9195 - val_accuracy: 0.8604 - val_jaccard_coef: 0.7453\n", "Epoch 31/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8572 - accuracy: 0.9526 - jaccard_coef: 0.8935 - val_loss: 0.9211 - val_accuracy: 0.8584 - val_jaccard_coef: 0.7424\n", "Epoch 32/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8671 - accuracy: 0.9322 - jaccard_coef: 0.8516 - val_loss: 0.9168 - val_accuracy: 0.8567 - val_jaccard_coef: 0.7367\n", "Epoch 33/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8884 - accuracy: 0.8923 - jaccard_coef: 0.7726 - val_loss: 0.9130 - val_accuracy: 0.8564 - val_jaccard_coef: 0.7320\n", "Epoch 34/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8692 - accuracy: 0.9277 - jaccard_coef: 0.8401 - val_loss: 0.9109 - val_accuracy: 0.8691 - val_jaccard_coef: 0.7553\n", "Epoch 35/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8620 - accuracy: 0.9440 - jaccard_coef: 0.8746 - val_loss: 0.9136 - val_accuracy: 0.8679 - val_jaccard_coef: 0.7559\n", "Epoch 36/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8585 - accuracy: 0.9508 - jaccard_coef: 0.8895 - val_loss: 0.9131 - val_accuracy: 0.8675 - val_jaccard_coef: 0.7552\n", "Epoch 37/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8571 - accuracy: 0.9537 - jaccard_coef: 0.8953 - val_loss: 0.9144 - val_accuracy: 0.8674 - val_jaccard_coef: 0.7560\n", "Epoch 38/200\n", "51/51 [==============================] - 3s 61ms/step - loss: 0.8567 - accuracy: 0.9542 - jaccard_coef: 0.8964 - val_loss: 0.9178 - val_accuracy: 0.8626 - val_jaccard_coef: 0.7486\n", "Epoch 39/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8565 - accuracy: 0.9546 - jaccard_coef: 0.8974 - val_loss: 0.9161 - val_accuracy: 0.8665 - val_jaccard_coef: 0.7542\n", "Epoch 40/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8569 - accuracy: 0.9540 - jaccard_coef: 0.8959 - val_loss: 0.9161 - val_accuracy: 0.8647 - val_jaccard_coef: 0.7526\n", "Epoch 41/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8563 - accuracy: 0.9552 - jaccard_coef: 0.8986 - val_loss: 0.9181 - val_accuracy: 0.8637 - val_jaccard_coef: 0.7518\n", "Epoch 42/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8561 - accuracy: 0.9553 - jaccard_coef: 0.8986 - val_loss: 0.9144 - val_accuracy: 0.8671 - val_jaccard_coef: 0.7572\n", "Epoch 43/200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "51/51 [==============================] - 3s 62ms/step - loss: 0.8557 - accuracy: 0.9566 - jaccard_coef: 0.9012 - val_loss: 0.9301 - val_accuracy: 0.8299 - val_jaccard_coef: 0.7013\n", "Epoch 44/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8610 - accuracy: 0.9448 - jaccard_coef: 0.8769 - val_loss: 0.9138 - val_accuracy: 0.8652 - val_jaccard_coef: 0.7525\n", "Epoch 45/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8602 - accuracy: 0.9462 - jaccard_coef: 0.8799 - val_loss: 0.9117 - val_accuracy: 0.8720 - val_jaccard_coef: 0.7640\n", "Epoch 46/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8563 - accuracy: 0.9553 - jaccard_coef: 0.8985 - val_loss: 0.9138 - val_accuracy: 0.8689 - val_jaccard_coef: 0.7583\n", "Epoch 47/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8561 - accuracy: 0.9554 - jaccard_coef: 0.8987 - val_loss: 0.9152 - val_accuracy: 0.8669 - val_jaccard_coef: 0.7567\n", "Epoch 48/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8554 - accuracy: 0.9572 - jaccard_coef: 0.9027 - val_loss: 0.9120 - val_accuracy: 0.8718 - val_jaccard_coef: 0.7643\n", "Epoch 49/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8550 - accuracy: 0.9580 - jaccard_coef: 0.9043 - val_loss: 0.9084 - val_accuracy: 0.8734 - val_jaccard_coef: 0.7659\n", "Epoch 50/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8551 - accuracy: 0.9582 - jaccard_coef: 0.9043 - val_loss: 0.9163 - val_accuracy: 0.8696 - val_jaccard_coef: 0.7616\n", "Epoch 51/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8549 - accuracy: 0.9583 - jaccard_coef: 0.9050 - val_loss: 0.9168 - val_accuracy: 0.8699 - val_jaccard_coef: 0.7629\n", "Epoch 52/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8544 - accuracy: 0.9595 - jaccard_coef: 0.9078 - val_loss: 0.9169 - val_accuracy: 0.8702 - val_jaccard_coef: 0.7632\n", "Epoch 53/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8544 - accuracy: 0.9598 - jaccard_coef: 0.9084 - val_loss: 0.9155 - val_accuracy: 0.8701 - val_jaccard_coef: 0.7633\n", "Epoch 54/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8544 - accuracy: 0.9597 - jaccard_coef: 0.9083 - val_loss: 0.9204 - val_accuracy: 0.8670 - val_jaccard_coef: 0.7591\n", "Epoch 55/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8543 - accuracy: 0.9602 - jaccard_coef: 0.9094 - val_loss: 0.9172 - val_accuracy: 0.8701 - val_jaccard_coef: 0.7636\n", "Epoch 56/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8539 - accuracy: 0.9609 - jaccard_coef: 0.9110 - val_loss: 0.9208 - val_accuracy: 0.8687 - val_jaccard_coef: 0.7616\n", "Epoch 57/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8539 - accuracy: 0.9608 - jaccard_coef: 0.9110 - val_loss: 0.9200 - val_accuracy: 0.8689 - val_jaccard_coef: 0.7623\n", "Epoch 58/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8541 - accuracy: 0.9603 - jaccard_coef: 0.9101 - val_loss: 0.9156 - val_accuracy: 0.8716 - val_jaccard_coef: 0.7652\n", "Epoch 59/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8536 - accuracy: 0.9615 - jaccard_coef: 0.9118 - val_loss: 0.9188 - val_accuracy: 0.8725 - val_jaccard_coef: 0.7677\n", "Epoch 60/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8534 - accuracy: 0.9622 - jaccard_coef: 0.9140 - val_loss: 0.9176 - val_accuracy: 0.8709 - val_jaccard_coef: 0.7655\n", "Epoch 61/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8534 - accuracy: 0.9623 - jaccard_coef: 0.9140 - val_loss: 0.9149 - val_accuracy: 0.8733 - val_jaccard_coef: 0.7691\n", "Epoch 62/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8532 - accuracy: 0.9626 - jaccard_coef: 0.9146 - val_loss: 0.9145 - val_accuracy: 0.8743 - val_jaccard_coef: 0.7706\n", "Epoch 63/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8530 - accuracy: 0.9633 - jaccard_coef: 0.9160 - val_loss: 0.9152 - val_accuracy: 0.8723 - val_jaccard_coef: 0.7673\n", "Epoch 64/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8528 - accuracy: 0.9635 - jaccard_coef: 0.9165 - val_loss: 0.9141 - val_accuracy: 0.8737 - val_jaccard_coef: 0.7692\n", "Epoch 65/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8529 - accuracy: 0.9635 - jaccard_coef: 0.9164 - val_loss: 0.9190 - val_accuracy: 0.8692 - val_jaccard_coef: 0.7631\n", "Epoch 66/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8531 - accuracy: 0.9625 - jaccard_coef: 0.9146 - val_loss: 0.9195 - val_accuracy: 0.8684 - val_jaccard_coef: 0.7612\n", "Epoch 67/200\n", "51/51 [==============================] - 3s 61ms/step - loss: 0.8535 - accuracy: 0.9619 - jaccard_coef: 0.9133 - val_loss: 0.9233 - val_accuracy: 0.8615 - val_jaccard_coef: 0.7509\n", "Epoch 68/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8544 - accuracy: 0.9596 - jaccard_coef: 0.9083 - val_loss: 0.9158 - val_accuracy: 0.8715 - val_jaccard_coef: 0.7656\n", "Epoch 69/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8536 - accuracy: 0.9616 - jaccard_coef: 0.9122 - val_loss: 0.9230 - val_accuracy: 0.8632 - val_jaccard_coef: 0.7531\n", "Epoch 70/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8586 - accuracy: 0.9516 - jaccard_coef: 0.8918 - val_loss: 0.9145 - val_accuracy: 0.8672 - val_jaccard_coef: 0.7542\n", "Epoch 71/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8652 - accuracy: 0.9355 - jaccard_coef: 0.8564 - val_loss: 0.9203 - val_accuracy: 0.8560 - val_jaccard_coef: 0.7384\n", "Epoch 72/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8583 - accuracy: 0.9508 - jaccard_coef: 0.8892 - val_loss: 0.9164 - val_accuracy: 0.8665 - val_jaccard_coef: 0.7554\n", "Epoch 73/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8561 - accuracy: 0.9562 - jaccard_coef: 0.9003 - val_loss: 0.9096 - val_accuracy: 0.8585 - val_jaccard_coef: 0.7346\n", "Epoch 74/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8655 - accuracy: 0.9339 - jaccard_coef: 0.8552 - val_loss: 0.9189 - val_accuracy: 0.8628 - val_jaccard_coef: 0.7492\n", "Epoch 75/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8576 - accuracy: 0.9526 - jaccard_coef: 0.8932 - val_loss: 0.9207 - val_accuracy: 0.8626 - val_jaccard_coef: 0.7506\n", "Epoch 76/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8561 - accuracy: 0.9556 - jaccard_coef: 0.8998 - val_loss: 0.9195 - val_accuracy: 0.8614 - val_jaccard_coef: 0.7485\n", "Epoch 77/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8558 - accuracy: 0.9565 - jaccard_coef: 0.9013 - val_loss: 0.9243 - val_accuracy: 0.8573 - val_jaccard_coef: 0.7431\n", "Epoch 78/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8547 - accuracy: 0.9589 - jaccard_coef: 0.9069 - val_loss: 0.9205 - val_accuracy: 0.8620 - val_jaccard_coef: 0.7505\n", "Epoch 79/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8541 - accuracy: 0.9602 - jaccard_coef: 0.9095 - val_loss: 0.9221 - val_accuracy: 0.8595 - val_jaccard_coef: 0.7468\n", "Epoch 80/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8543 - accuracy: 0.9596 - jaccard_coef: 0.9085 - val_loss: 0.9184 - val_accuracy: 0.8661 - val_jaccard_coef: 0.7569\n", "Epoch 81/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8538 - accuracy: 0.9610 - jaccard_coef: 0.9114 - val_loss: 0.9162 - val_accuracy: 0.8681 - val_jaccard_coef: 0.7590\n", "Epoch 82/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8535 - accuracy: 0.9617 - jaccard_coef: 0.9124 - val_loss: 0.9167 - val_accuracy: 0.8692 - val_jaccard_coef: 0.7613\n", "Epoch 83/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8533 - accuracy: 0.9622 - jaccard_coef: 0.9135 - val_loss: 0.9171 - val_accuracy: 0.8717 - val_jaccard_coef: 0.7655\n", "Epoch 84/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8532 - accuracy: 0.9623 - jaccard_coef: 0.9139 - val_loss: 0.9159 - val_accuracy: 0.8718 - val_jaccard_coef: 0.7660\n", "Epoch 85/200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "51/51 [==============================] - 3s 62ms/step - loss: 0.8529 - accuracy: 0.9632 - jaccard_coef: 0.9158 - val_loss: 0.9170 - val_accuracy: 0.8707 - val_jaccard_coef: 0.7641\n", "Epoch 86/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8533 - accuracy: 0.9621 - jaccard_coef: 0.9132 - val_loss: 0.9197 - val_accuracy: 0.8691 - val_jaccard_coef: 0.7623\n", "Epoch 87/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8535 - accuracy: 0.9616 - jaccard_coef: 0.9126 - val_loss: 0.9171 - val_accuracy: 0.8706 - val_jaccard_coef: 0.7651\n", "Epoch 88/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8527 - accuracy: 0.9637 - jaccard_coef: 0.9172 - val_loss: 0.9184 - val_accuracy: 0.8705 - val_jaccard_coef: 0.7647\n", "Epoch 89/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8532 - accuracy: 0.9628 - jaccard_coef: 0.9149 - val_loss: 0.9170 - val_accuracy: 0.8698 - val_jaccard_coef: 0.7628\n", "Epoch 90/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8528 - accuracy: 0.9637 - jaccard_coef: 0.9165 - val_loss: 0.9167 - val_accuracy: 0.8703 - val_jaccard_coef: 0.7639\n", "Epoch 91/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8524 - accuracy: 0.9646 - jaccard_coef: 0.9187 - val_loss: 0.9199 - val_accuracy: 0.8683 - val_jaccard_coef: 0.7612\n", "Epoch 92/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8524 - accuracy: 0.9646 - jaccard_coef: 0.9187 - val_loss: 0.9205 - val_accuracy: 0.8694 - val_jaccard_coef: 0.7631\n", "Epoch 93/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8524 - accuracy: 0.9647 - jaccard_coef: 0.9192 - val_loss: 0.9217 - val_accuracy: 0.8689 - val_jaccard_coef: 0.7621\n", "Epoch 94/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8525 - accuracy: 0.9646 - jaccard_coef: 0.9191 - val_loss: 0.9203 - val_accuracy: 0.8675 - val_jaccard_coef: 0.7598\n", "Epoch 95/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8523 - accuracy: 0.9650 - jaccard_coef: 0.9197 - val_loss: 0.9237 - val_accuracy: 0.8649 - val_jaccard_coef: 0.7563\n", "Epoch 96/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8522 - accuracy: 0.9653 - jaccard_coef: 0.9203 - val_loss: 0.9250 - val_accuracy: 0.8625 - val_jaccard_coef: 0.7532\n", "Epoch 97/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8522 - accuracy: 0.9651 - jaccard_coef: 0.9201 - val_loss: 0.9239 - val_accuracy: 0.8655 - val_jaccard_coef: 0.7574\n", "Epoch 98/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8522 - accuracy: 0.9650 - jaccard_coef: 0.9199 - val_loss: 0.9208 - val_accuracy: 0.8661 - val_jaccard_coef: 0.7585\n", "Epoch 99/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8522 - accuracy: 0.9652 - jaccard_coef: 0.9203 - val_loss: 0.9229 - val_accuracy: 0.8660 - val_jaccard_coef: 0.7573\n", "Epoch 100/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8527 - accuracy: 0.9639 - jaccard_coef: 0.9177 - val_loss: 0.9227 - val_accuracy: 0.8606 - val_jaccard_coef: 0.7492\n", "Epoch 101/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8533 - accuracy: 0.9618 - jaccard_coef: 0.9127 - val_loss: 0.9233 - val_accuracy: 0.8645 - val_jaccard_coef: 0.7551\n", "Epoch 102/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8543 - accuracy: 0.9602 - jaccard_coef: 0.9093 - val_loss: 0.9243 - val_accuracy: 0.8602 - val_jaccard_coef: 0.7493\n", "Epoch 103/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8533 - accuracy: 0.9622 - jaccard_coef: 0.9135 - val_loss: 0.9135 - val_accuracy: 0.8676 - val_jaccard_coef: 0.7577\n", "Epoch 104/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8694 - accuracy: 0.9286 - jaccard_coef: 0.8442 - val_loss: 0.9230 - val_accuracy: 0.8509 - val_jaccard_coef: 0.7278\n", "Epoch 105/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8679 - accuracy: 0.9312 - jaccard_coef: 0.8491 - val_loss: 0.9178 - val_accuracy: 0.8642 - val_jaccard_coef: 0.7525\n", "Epoch 106/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8605 - accuracy: 0.9454 - jaccard_coef: 0.8774 - val_loss: 0.9126 - val_accuracy: 0.8688 - val_jaccard_coef: 0.7587\n", "Epoch 107/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8555 - accuracy: 0.9569 - jaccard_coef: 0.9019 - val_loss: 0.9160 - val_accuracy: 0.8686 - val_jaccard_coef: 0.7592\n", "Epoch 108/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8549 - accuracy: 0.9584 - jaccard_coef: 0.9054 - val_loss: 0.9147 - val_accuracy: 0.8711 - val_jaccard_coef: 0.7638\n", "Epoch 109/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8541 - accuracy: 0.9605 - jaccard_coef: 0.9097 - val_loss: 0.9128 - val_accuracy: 0.8692 - val_jaccard_coef: 0.7607\n", "Epoch 110/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8548 - accuracy: 0.9584 - jaccard_coef: 0.9056 - val_loss: 0.9144 - val_accuracy: 0.8682 - val_jaccard_coef: 0.7586\n", "Epoch 111/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8541 - accuracy: 0.9595 - jaccard_coef: 0.9071 - val_loss: 0.9127 - val_accuracy: 0.8707 - val_jaccard_coef: 0.7642\n", "Epoch 112/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8537 - accuracy: 0.9603 - jaccard_coef: 0.9096 - val_loss: 0.9150 - val_accuracy: 0.8679 - val_jaccard_coef: 0.7598\n", "Epoch 113/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8530 - accuracy: 0.9624 - jaccard_coef: 0.9138 - val_loss: 0.9168 - val_accuracy: 0.8687 - val_jaccard_coef: 0.7616\n", "Epoch 114/200\n", "51/51 [==============================] - 3s 61ms/step - loss: 0.8526 - accuracy: 0.9634 - jaccard_coef: 0.9165 - val_loss: 0.9182 - val_accuracy: 0.8677 - val_jaccard_coef: 0.7606\n", "Epoch 115/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8525 - accuracy: 0.9637 - jaccard_coef: 0.9172 - val_loss: 0.9164 - val_accuracy: 0.8698 - val_jaccard_coef: 0.7635\n", "Epoch 116/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8523 - accuracy: 0.9642 - jaccard_coef: 0.9182 - val_loss: 0.9174 - val_accuracy: 0.8678 - val_jaccard_coef: 0.7605\n", "Epoch 117/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8521 - accuracy: 0.9647 - jaccard_coef: 0.9192 - val_loss: 0.9166 - val_accuracy: 0.8690 - val_jaccard_coef: 0.7620\n", "Epoch 118/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8523 - accuracy: 0.9643 - jaccard_coef: 0.9183 - val_loss: 0.9193 - val_accuracy: 0.8688 - val_jaccard_coef: 0.7625\n", "Epoch 119/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8519 - accuracy: 0.9651 - jaccard_coef: 0.9203 - val_loss: 0.9181 - val_accuracy: 0.8702 - val_jaccard_coef: 0.7641\n", "Epoch 120/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8519 - accuracy: 0.9653 - jaccard_coef: 0.9206 - val_loss: 0.9185 - val_accuracy: 0.8701 - val_jaccard_coef: 0.7644\n", "Epoch 121/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8519 - accuracy: 0.9653 - jaccard_coef: 0.9204 - val_loss: 0.9173 - val_accuracy: 0.8744 - val_jaccard_coef: 0.7713\n", "Epoch 122/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8518 - accuracy: 0.9656 - jaccard_coef: 0.9212 - val_loss: 0.9200 - val_accuracy: 0.8700 - val_jaccard_coef: 0.7647\n", "Epoch 123/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8516 - accuracy: 0.9659 - jaccard_coef: 0.9220 - val_loss: 0.9158 - val_accuracy: 0.8745 - val_jaccard_coef: 0.7715\n", "Epoch 124/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8516 - accuracy: 0.9660 - jaccard_coef: 0.9222 - val_loss: 0.9210 - val_accuracy: 0.8692 - val_jaccard_coef: 0.7633\n", "Epoch 125/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8529 - accuracy: 0.9636 - jaccard_coef: 0.9171 - val_loss: 0.9327 - val_accuracy: 0.8354 - val_jaccard_coef: 0.7113\n", "Epoch 126/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8681 - accuracy: 0.9293 - jaccard_coef: 0.8441 - val_loss: 0.9210 - val_accuracy: 0.8518 - val_jaccard_coef: 0.7312\n", "Epoch 127/200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "51/51 [==============================] - 3s 62ms/step - loss: 0.8629 - accuracy: 0.9402 - jaccard_coef: 0.8665 - val_loss: 0.9154 - val_accuracy: 0.8630 - val_jaccard_coef: 0.7502\n", "Epoch 128/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8571 - accuracy: 0.9525 - jaccard_coef: 0.8925 - val_loss: 0.9118 - val_accuracy: 0.8729 - val_jaccard_coef: 0.7650\n", "Epoch 129/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8552 - accuracy: 0.9574 - jaccard_coef: 0.9025 - val_loss: 0.9133 - val_accuracy: 0.8733 - val_jaccard_coef: 0.7676\n", "Epoch 130/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8537 - accuracy: 0.9610 - jaccard_coef: 0.9108 - val_loss: 0.9206 - val_accuracy: 0.8658 - val_jaccard_coef: 0.7556\n", "Epoch 131/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8560 - accuracy: 0.9561 - jaccard_coef: 0.9003 - val_loss: 0.9120 - val_accuracy: 0.8750 - val_jaccard_coef: 0.7706\n", "Epoch 132/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8536 - accuracy: 0.9611 - jaccard_coef: 0.9112 - val_loss: 0.9127 - val_accuracy: 0.8745 - val_jaccard_coef: 0.7694\n", "Epoch 133/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8540 - accuracy: 0.9604 - jaccard_coef: 0.9095 - val_loss: 0.9133 - val_accuracy: 0.8728 - val_jaccard_coef: 0.7679\n", "Epoch 134/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8529 - accuracy: 0.9629 - jaccard_coef: 0.9154 - val_loss: 0.9128 - val_accuracy: 0.8735 - val_jaccard_coef: 0.7694\n", "Epoch 135/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8528 - accuracy: 0.9635 - jaccard_coef: 0.9163 - val_loss: 0.9140 - val_accuracy: 0.8750 - val_jaccard_coef: 0.7714\n", "Epoch 136/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8527 - accuracy: 0.9634 - jaccard_coef: 0.9164 - val_loss: 0.9167 - val_accuracy: 0.8665 - val_jaccard_coef: 0.7581\n", "Epoch 137/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8538 - accuracy: 0.9607 - jaccard_coef: 0.9111 - val_loss: 0.9135 - val_accuracy: 0.8739 - val_jaccard_coef: 0.7698\n", "Epoch 138/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8525 - accuracy: 0.9640 - jaccard_coef: 0.9171 - val_loss: 0.9164 - val_accuracy: 0.8724 - val_jaccard_coef: 0.7684\n", "Epoch 139/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8521 - accuracy: 0.9646 - jaccard_coef: 0.9189 - val_loss: 0.9162 - val_accuracy: 0.8720 - val_jaccard_coef: 0.7667\n", "Epoch 140/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8518 - accuracy: 0.9658 - jaccard_coef: 0.9214 - val_loss: 0.9173 - val_accuracy: 0.8705 - val_jaccard_coef: 0.7653\n", "Epoch 141/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8516 - accuracy: 0.9657 - jaccard_coef: 0.9216 - val_loss: 0.9160 - val_accuracy: 0.8719 - val_jaccard_coef: 0.7675\n", "Epoch 142/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8516 - accuracy: 0.9658 - jaccard_coef: 0.9217 - val_loss: 0.9169 - val_accuracy: 0.8709 - val_jaccard_coef: 0.7656\n", "Epoch 143/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8516 - accuracy: 0.9659 - jaccard_coef: 0.9218 - val_loss: 0.9165 - val_accuracy: 0.8720 - val_jaccard_coef: 0.7678\n", "Epoch 144/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8514 - accuracy: 0.9662 - jaccard_coef: 0.9227 - val_loss: 0.9139 - val_accuracy: 0.8753 - val_jaccard_coef: 0.7728\n", "Epoch 145/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8518 - accuracy: 0.9655 - jaccard_coef: 0.9211 - val_loss: 0.9141 - val_accuracy: 0.8774 - val_jaccard_coef: 0.7763\n", "Epoch 146/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8514 - accuracy: 0.9663 - jaccard_coef: 0.9228 - val_loss: 0.9125 - val_accuracy: 0.8765 - val_jaccard_coef: 0.7745\n", "Epoch 147/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8514 - accuracy: 0.9662 - jaccard_coef: 0.9227 - val_loss: 0.9120 - val_accuracy: 0.8770 - val_jaccard_coef: 0.7753\n", "Epoch 148/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8513 - accuracy: 0.9665 - jaccard_coef: 0.9229 - val_loss: 0.9147 - val_accuracy: 0.8757 - val_jaccard_coef: 0.7740\n", "Epoch 149/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8513 - accuracy: 0.9666 - jaccard_coef: 0.9236 - val_loss: 0.9116 - val_accuracy: 0.8793 - val_jaccard_coef: 0.7790\n", "Epoch 150/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8511 - accuracy: 0.9669 - jaccard_coef: 0.9241 - val_loss: 0.9113 - val_accuracy: 0.8785 - val_jaccard_coef: 0.7776\n", "Epoch 151/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8510 - accuracy: 0.9674 - jaccard_coef: 0.9251 - val_loss: 0.9131 - val_accuracy: 0.8776 - val_jaccard_coef: 0.7769\n", "Epoch 152/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8510 - accuracy: 0.9673 - jaccard_coef: 0.9254 - val_loss: 0.9109 - val_accuracy: 0.8784 - val_jaccard_coef: 0.7777\n", "Epoch 153/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8509 - accuracy: 0.9676 - jaccard_coef: 0.9256 - val_loss: 0.9130 - val_accuracy: 0.8765 - val_jaccard_coef: 0.7749\n", "Epoch 154/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8512 - accuracy: 0.9668 - jaccard_coef: 0.9240 - val_loss: 0.9117 - val_accuracy: 0.8791 - val_jaccard_coef: 0.7787\n", "Epoch 155/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8512 - accuracy: 0.9669 - jaccard_coef: 0.9241 - val_loss: 0.9142 - val_accuracy: 0.8758 - val_jaccard_coef: 0.7744\n", "Epoch 156/200\n", "51/51 [==============================] - 3s 61ms/step - loss: 0.8511 - accuracy: 0.9671 - jaccard_coef: 0.9250 - val_loss: 0.9129 - val_accuracy: 0.8769 - val_jaccard_coef: 0.7756\n", "Epoch 157/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8509 - accuracy: 0.9678 - jaccard_coef: 0.9262 - val_loss: 0.9142 - val_accuracy: 0.8745 - val_jaccard_coef: 0.7719\n", "Epoch 158/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8508 - accuracy: 0.9677 - jaccard_coef: 0.9257 - val_loss: 0.9150 - val_accuracy: 0.8755 - val_jaccard_coef: 0.7738\n", "Epoch 159/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8508 - accuracy: 0.9679 - jaccard_coef: 0.9265 - val_loss: 0.9169 - val_accuracy: 0.8740 - val_jaccard_coef: 0.7716\n", "Epoch 160/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8506 - accuracy: 0.9681 - jaccard_coef: 0.9270 - val_loss: 0.9165 - val_accuracy: 0.8737 - val_jaccard_coef: 0.7708\n", "Epoch 161/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8507 - accuracy: 0.9684 - jaccard_coef: 0.9276 - val_loss: 0.9150 - val_accuracy: 0.8741 - val_jaccard_coef: 0.7708\n", "Epoch 162/200\n", "51/51 [==============================] - 3s 61ms/step - loss: 0.8509 - accuracy: 0.9673 - jaccard_coef: 0.9250 - val_loss: 0.9205 - val_accuracy: 0.8704 - val_jaccard_coef: 0.7665\n", "Epoch 163/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8508 - accuracy: 0.9678 - jaccard_coef: 0.9265 - val_loss: 0.9164 - val_accuracy: 0.8728 - val_jaccard_coef: 0.7694\n", "Epoch 164/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8509 - accuracy: 0.9676 - jaccard_coef: 0.9259 - val_loss: 0.9175 - val_accuracy: 0.8717 - val_jaccard_coef: 0.7673\n", "Epoch 165/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8511 - accuracy: 0.9673 - jaccard_coef: 0.9250 - val_loss: 0.9191 - val_accuracy: 0.8677 - val_jaccard_coef: 0.7610\n", "Epoch 166/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8530 - accuracy: 0.9621 - jaccard_coef: 0.9133 - val_loss: 0.9231 - val_accuracy: 0.8655 - val_jaccard_coef: 0.7589\n", "Epoch 167/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8523 - accuracy: 0.9640 - jaccard_coef: 0.9184 - val_loss: 0.9217 - val_accuracy: 0.8551 - val_jaccard_coef: 0.7394\n", "Epoch 168/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8575 - accuracy: 0.9517 - jaccard_coef: 0.8909 - val_loss: 0.9124 - val_accuracy: 0.8735 - val_jaccard_coef: 0.7673\n", "Epoch 169/200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "51/51 [==============================] - 3s 62ms/step - loss: 0.8536 - accuracy: 0.9607 - jaccard_coef: 0.9109 - val_loss: 0.9152 - val_accuracy: 0.8722 - val_jaccard_coef: 0.7679\n", "Epoch 170/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8520 - accuracy: 0.9649 - jaccard_coef: 0.9194 - val_loss: 0.9153 - val_accuracy: 0.8772 - val_jaccard_coef: 0.7761\n", "Epoch 171/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8513 - accuracy: 0.9666 - jaccard_coef: 0.9234 - val_loss: 0.9150 - val_accuracy: 0.8761 - val_jaccard_coef: 0.7744\n", "Epoch 172/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8510 - accuracy: 0.9673 - jaccard_coef: 0.9253 - val_loss: 0.9166 - val_accuracy: 0.8731 - val_jaccard_coef: 0.7692\n", "Epoch 173/200\n", "51/51 [==============================] - 3s 61ms/step - loss: 0.8555 - accuracy: 0.9592 - jaccard_coef: 0.9078 - val_loss: 0.9135 - val_accuracy: 0.8759 - val_jaccard_coef: 0.7732\n", "Epoch 174/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8522 - accuracy: 0.9644 - jaccard_coef: 0.9183 - val_loss: 0.9139 - val_accuracy: 0.8774 - val_jaccard_coef: 0.7763\n", "Epoch 175/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8519 - accuracy: 0.9650 - jaccard_coef: 0.9204 - val_loss: 0.9133 - val_accuracy: 0.8791 - val_jaccard_coef: 0.7786\n", "Epoch 176/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8517 - accuracy: 0.9658 - jaccard_coef: 0.9218 - val_loss: 0.9122 - val_accuracy: 0.8805 - val_jaccard_coef: 0.7812\n", "Epoch 177/200\n", "51/51 [==============================] - 3s 63ms/step - loss: 0.8514 - accuracy: 0.9662 - jaccard_coef: 0.9227 - val_loss: 0.9107 - val_accuracy: 0.8823 - val_jaccard_coef: 0.7838\n", "Epoch 178/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8511 - accuracy: 0.9669 - jaccard_coef: 0.9244 - val_loss: 0.9106 - val_accuracy: 0.8818 - val_jaccard_coef: 0.7829\n", "Epoch 179/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8511 - accuracy: 0.9670 - jaccard_coef: 0.9243 - val_loss: 0.9112 - val_accuracy: 0.8818 - val_jaccard_coef: 0.7830\n", "Epoch 180/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8509 - accuracy: 0.9673 - jaccard_coef: 0.9251 - val_loss: 0.9142 - val_accuracy: 0.8799 - val_jaccard_coef: 0.7805\n", "Epoch 181/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8508 - accuracy: 0.9679 - jaccard_coef: 0.9264 - val_loss: 0.9140 - val_accuracy: 0.8797 - val_jaccard_coef: 0.7802\n", "Epoch 182/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8507 - accuracy: 0.9679 - jaccard_coef: 0.9264 - val_loss: 0.9143 - val_accuracy: 0.8787 - val_jaccard_coef: 0.7787\n", "Epoch 183/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8505 - accuracy: 0.9684 - jaccard_coef: 0.9277 - val_loss: 0.9164 - val_accuracy: 0.8777 - val_jaccard_coef: 0.7776\n", "Epoch 184/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8506 - accuracy: 0.9682 - jaccard_coef: 0.9275 - val_loss: 0.9158 - val_accuracy: 0.8777 - val_jaccard_coef: 0.7772\n", "Epoch 185/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8505 - accuracy: 0.9684 - jaccard_coef: 0.9276 - val_loss: 0.9173 - val_accuracy: 0.8783 - val_jaccard_coef: 0.7787\n", "Epoch 186/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8506 - accuracy: 0.9686 - jaccard_coef: 0.9281 - val_loss: 0.9168 - val_accuracy: 0.8783 - val_jaccard_coef: 0.7786\n", "Epoch 187/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8504 - accuracy: 0.9687 - jaccard_coef: 0.9286 - val_loss: 0.9166 - val_accuracy: 0.8776 - val_jaccard_coef: 0.7766\n", "Epoch 188/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8505 - accuracy: 0.9686 - jaccard_coef: 0.9278 - val_loss: 0.9141 - val_accuracy: 0.8796 - val_jaccard_coef: 0.7801\n", "Epoch 189/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8504 - accuracy: 0.9685 - jaccard_coef: 0.9275 - val_loss: 0.9147 - val_accuracy: 0.8807 - val_jaccard_coef: 0.7821\n", "Epoch 190/200\n", "51/51 [==============================] - 3s 61ms/step - loss: 0.8506 - accuracy: 0.9685 - jaccard_coef: 0.9280 - val_loss: 0.9157 - val_accuracy: 0.8810 - val_jaccard_coef: 0.7828\n", "Epoch 191/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8514 - accuracy: 0.9665 - jaccard_coef: 0.9241 - val_loss: 0.9145 - val_accuracy: 0.8766 - val_jaccard_coef: 0.7737\n", "Epoch 192/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8520 - accuracy: 0.9654 - jaccard_coef: 0.9204 - val_loss: 0.9161 - val_accuracy: 0.8748 - val_jaccard_coef: 0.7717\n", "Epoch 193/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8529 - accuracy: 0.9630 - jaccard_coef: 0.9155 - val_loss: 0.9188 - val_accuracy: 0.8721 - val_jaccard_coef: 0.7686\n", "Epoch 194/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8532 - accuracy: 0.9624 - jaccard_coef: 0.9147 - val_loss: 0.9127 - val_accuracy: 0.8740 - val_jaccard_coef: 0.7693\n", "Epoch 195/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8527 - accuracy: 0.9632 - jaccard_coef: 0.9160 - val_loss: 0.9134 - val_accuracy: 0.8782 - val_jaccard_coef: 0.7771\n", "Epoch 196/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8518 - accuracy: 0.9653 - jaccard_coef: 0.9201 - val_loss: 0.9123 - val_accuracy: 0.8804 - val_jaccard_coef: 0.7811\n", "Epoch 197/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8515 - accuracy: 0.9663 - jaccard_coef: 0.9231 - val_loss: 0.9092 - val_accuracy: 0.8826 - val_jaccard_coef: 0.7843\n", "Epoch 198/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8510 - accuracy: 0.9673 - jaccard_coef: 0.9245 - val_loss: 0.9109 - val_accuracy: 0.8816 - val_jaccard_coef: 0.7830\n", "Epoch 199/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8508 - accuracy: 0.9679 - jaccard_coef: 0.9264 - val_loss: 0.9103 - val_accuracy: 0.8814 - val_jaccard_coef: 0.7826\n", "Epoch 200/200\n", "51/51 [==============================] - 3s 62ms/step - loss: 0.8507 - accuracy: 0.9680 - jaccard_coef: 0.9264 - val_loss: 0.9099 - val_accuracy: 0.8838 - val_jaccard_coef: 0.7868\n" ] } ], "source": [ "model_history = model.fit(X_train, y_train,\n", " batch_size=16,\n", " verbose=1,\n", " epochs=200,\n", " validation_data=(X_test, y_test),\n", " shuffle=False,\n", " callbacks=callbacks)\n", " " ] }, { "cell_type": "code", "execution_count": 259, "metadata": { "id": "VpbG6NZse1Y5" }, "outputs": [], "source": [ "history_a = model_history" ] }, { "cell_type": "code", "execution_count": 260, "metadata": { "id": "MroGUBLVnrTY" }, "outputs": [], "source": [ "#history_b = model_history2" ] }, { "cell_type": "code", "execution_count": 261, "metadata": { "id": "AMlqxZjre6m9" }, "outputs": [ { "data": { "text/plain": [ "{'loss': [0.8601584434509277,\n", " 0.858535647392273,\n", " 0.8589146137237549,\n", " 0.8616416454315186,\n", " 0.8603838086128235,\n", " 0.8590263724327087,\n", " 0.8581543564796448,\n", " 0.858674943447113,\n", " 0.8580184578895569,\n", " 0.857181966304779,\n", " 0.8568433523178101,\n", " 0.857085108757019,\n", " 0.8564866781234741,\n", " 0.8588276505470276,\n", " 0.8595070838928223,\n", " 0.8575500845909119,\n", " 0.8565226793289185,\n", " 0.8564602732658386,\n", " 0.8572066426277161,\n", " 0.8579049706459045,\n", " 0.8569951057434082,\n", " 0.8563688397407532,\n", " 0.8558514714241028,\n", " 0.8557252287864685,\n", " 0.8557822704315186,\n", " 0.8558895587921143,\n", " 0.856689989566803,\n", " 0.8563409447669983,\n", " 0.8562249541282654,\n", " 0.85694819688797,\n", " 0.8571427464485168,\n", " 0.8712486624717712,\n", " 0.884615957736969,\n", " 0.8676945567131042,\n", " 0.8622974157333374,\n", " 0.8588789701461792,\n", " 0.8576006293296814,\n", " 0.8569109439849854,\n", " 0.8567959666252136,\n", " 0.8572698831558228,\n", " 0.8567932844161987,\n", " 0.8563020825386047,\n", " 0.8565430045127869,\n", " 0.8595080971717834,\n", " 0.8593341708183289,\n", " 0.856534481048584,\n", " 0.8565287590026855,\n", " 0.8558686375617981,\n", " 0.8556706309318542,\n", " 0.8554489612579346,\n", " 0.8553239703178406,\n", " 0.8549988865852356,\n", " 0.8547296524047852,\n", " 0.8546186089515686,\n", " 0.8544842004776001,\n", " 0.8542596697807312,\n", " 0.8543214201927185,\n", " 0.8544607162475586,\n", " 0.8538001179695129,\n", " 0.853630781173706,\n", " 0.8535257577896118,\n", " 0.8533955216407776,\n", " 0.8532599806785583,\n", " 0.8532145619392395,\n", " 0.8532103896141052,\n", " 0.853389322757721,\n", " 0.8543787002563477,\n", " 0.8545020222663879,\n", " 0.8539218306541443,\n", " 0.8631992936134338,\n", " 0.8631964921951294,\n", " 0.8583509922027588,\n", " 0.8583801984786987,\n", " 0.8634577989578247,\n", " 0.8570836186408997,\n", " 0.8571875691413879,\n", " 0.8559211492538452,\n", " 0.8546794652938843,\n", " 0.8542015552520752,\n", " 0.8542797565460205,\n", " 0.8538939356803894,\n", " 0.8536482453346252,\n", " 0.8534609079360962,\n", " 0.8534224629402161,\n", " 0.853222131729126,\n", " 0.8534098863601685,\n", " 0.8533913493156433,\n", " 0.8528353571891785,\n", " 0.853323221206665,\n", " 0.8529895544052124,\n", " 0.852656364440918,\n", " 0.8525528907775879,\n", " 0.8525879979133606,\n", " 0.8527218699455261,\n", " 0.8524289131164551,\n", " 0.8522613048553467,\n", " 0.852256178855896,\n", " 0.8523684144020081,\n", " 0.8524324297904968,\n", " 0.8535073399543762,\n", " 0.8534923195838928,\n", " 0.8543123602867126,\n", " 0.8541139960289001,\n", " 0.8715586066246033,\n", " 0.866869330406189,\n", " 0.8596661686897278,\n", " 0.8554320335388184,\n", " 0.8548420667648315,\n", " 0.8542254567146301,\n", " 0.8555664420127869,\n", " 0.8541163802146912,\n", " 0.8535463213920593,\n", " 0.8529068827629089,\n", " 0.8525904417037964,\n", " 0.8524929285049438,\n", " 0.8523361682891846,\n", " 0.852221667766571,\n", " 0.8522499799728394,\n", " 0.851937472820282,\n", " 0.8518649935722351,\n", " 0.8517383337020874,\n", " 0.8515947461128235,\n", " 0.8514652848243713,\n", " 0.8516216278076172,\n", " 0.855605959892273,\n", " 0.8654705286026001,\n", " 0.8615278601646423,\n", " 0.8565564155578613,\n", " 0.8546707034111023,\n", " 0.8546855449676514,\n", " 0.8554912209510803,\n", " 0.8539528250694275,\n", " 0.853588342666626,\n", " 0.8526983857154846,\n", " 0.8527315258979797,\n", " 0.8527156114578247,\n", " 0.8533472418785095,\n", " 0.8524273037910461,\n", " 0.8518998026847839,\n", " 0.8516488671302795,\n", " 0.8514435291290283,\n", " 0.8515844941139221,\n", " 0.8514028787612915,\n", " 0.8512219786643982,\n", " 0.8515288233757019,\n", " 0.8511893153190613,\n", " 0.8510785698890686,\n", " 0.8510567545890808,\n", " 0.851089596748352,\n", " 0.850881814956665,\n", " 0.8507398366928101,\n", " 0.8507453203201294,\n", " 0.8507086634635925,\n", " 0.8510052561759949,\n", " 0.8510645627975464,\n", " 0.8508394360542297,\n", " 0.8507444262504578,\n", " 0.8507232666015625,\n", " 0.8506356477737427,\n", " 0.8505129218101501,\n", " 0.8506880402565002,\n", " 0.8507012724876404,\n", " 0.8506938219070435,\n", " 0.850849986076355,\n", " 0.8513197302818298,\n", " 0.8529019355773926,\n", " 0.8521919846534729,\n", " 0.8568832874298096,\n", " 0.8530345559120178,\n", " 0.8516749739646912,\n", " 0.851100504398346,\n", " 0.8509389758110046,\n", " 0.8546703457832336,\n", " 0.8518091440200806,\n", " 0.851594090461731,\n", " 0.8513120412826538,\n", " 0.8509742617607117,\n", " 0.8507513403892517,\n", " 0.8507794737815857,\n", " 0.8506403565406799,\n", " 0.8504906296730042,\n", " 0.8505140542984009,\n", " 0.8503755927085876,\n", " 0.8504273891448975,\n", " 0.8504530191421509,\n", " 0.8502912521362305,\n", " 0.850212812423706,\n", " 0.8501681089401245,\n", " 0.8501128554344177,\n", " 0.8503431081771851,\n", " 0.8520264625549316,\n", " 0.8519709706306458,\n", " 0.8528146147727966,\n", " 0.8530712723731995,\n", " 0.8521203398704529,\n", " 0.8516782522201538,\n", " 0.8512067198753357,\n", " 0.8506995439529419,\n", " 0.8504777550697327,\n", " 0.850397527217865],\n", " 'accuracy': [0.9485669136047363,\n", " 0.9524794816970825,\n", " 0.9512602090835571,\n", " 0.9447590112686157,\n", " 0.9479978084564209,\n", " 0.9503766894340515,\n", " 0.9530463814735413,\n", " 0.9516585469245911,\n", " 0.9520843029022217,\n", " 0.954174816608429,\n", " 0.9550704956054688,\n", " 0.9540313482284546,\n", " 0.9557657241821289,\n", " 0.9508435130119324,\n", " 0.9488745331764221,\n", " 0.9524399042129517,\n", " 0.9550082087516785,\n", " 0.9554039835929871,\n", " 0.9537231922149658,\n", " 0.9519003629684448,\n", " 0.9542978405952454,\n", " 0.9557116031646729,\n", " 0.9565902352333069,\n", " 0.956838846206665,\n", " 0.9566147327423096,\n", " 0.9563307762145996,\n", " 0.9547297954559326,\n", " 0.9552462100982666,\n", " 0.956265926361084,\n", " 0.9536496996879578,\n", " 0.9527555704116821,\n", " 0.9236769676208496,\n", " 0.8980100154876709,\n", " 0.9312043190002441,\n", " 0.9438090324401855,\n", " 0.9502448439598083,\n", " 0.9522898197174072,\n", " 0.9536442756652832,\n", " 0.9539911150932312,\n", " 0.9531810879707336,\n", " 0.9539466500282288,\n", " 0.9549394845962524,\n", " 0.9553181529045105,\n", " 0.9478898048400879,\n", " 0.9479464888572693,\n", " 0.9546205401420593,\n", " 0.9544398188591003,\n", " 0.9559236764907837,\n", " 0.9569315314292908,\n", " 0.9572778940200806,\n", " 0.9573880434036255,\n", " 0.9579495191574097,\n", " 0.958608865737915,\n", " 0.9589850306510925,\n", " 0.9593408703804016,\n", " 0.9598875045776367,\n", " 0.9597302675247192,\n", " 0.9593644738197327,\n", " 0.9608361124992371,\n", " 0.9613564014434814,\n", " 0.9615997672080994,\n", " 0.9619044065475464,\n", " 0.962228000164032,\n", " 0.9622902274131775,\n", " 0.9625101089477539,\n", " 0.9618800282478333,\n", " 0.9594697952270508,\n", " 0.9592204689979553,\n", " 0.9610645771026611,\n", " 0.9411078095436096,\n", " 0.9397640824317932,\n", " 0.9514141082763672,\n", " 0.951911211013794,\n", " 0.9388314485549927,\n", " 0.9531323909759521,\n", " 0.9529927968978882,\n", " 0.9559772610664368,\n", " 0.9585977792739868,\n", " 0.9598183631896973,\n", " 0.9598196148872375,\n", " 0.960748553276062,\n", " 0.9613087177276611,\n", " 0.9615182280540466,\n", " 0.9616988301277161,\n", " 0.9622909426689148,\n", " 0.9617165923118591,\n", " 0.9616831541061401,\n", " 0.9631200432777405,\n", " 0.962209939956665,\n", " 0.9628764390945435,\n", " 0.9636191129684448,\n", " 0.9638110995292664,\n", " 0.9639143347740173,\n", " 0.9638298749923706,\n", " 0.9642881155014038,\n", " 0.9646153450012207,\n", " 0.9646217226982117,\n", " 0.9642372727394104,\n", " 0.9643959999084473,\n", " 0.9618381261825562,\n", " 0.9615483283996582,\n", " 0.9600556492805481,\n", " 0.9602451920509338,\n", " 0.9240586757659912,\n", " 0.9326384663581848,\n", " 0.9472706317901611,\n", " 0.9568452835083008,\n", " 0.9581248760223389,\n", " 0.9595638513565063,\n", " 0.9563193321228027,\n", " 0.9592581391334534,\n", " 0.9604318141937256,\n", " 0.9621618986129761,\n", " 0.9628720283508301,\n", " 0.963272213935852,\n", " 0.9635853171348572,\n", " 0.96425861120224,\n", " 0.9636442065238953,\n", " 0.9645030498504639,\n", " 0.9647236466407776,\n", " 0.9649661183357239,\n", " 0.9652709364891052,\n", " 0.9655803442001343,\n", " 0.9652666449546814,\n", " 0.9573491215705872,\n", " 0.9361187815666199,\n", " 0.943001925945282,\n", " 0.9532620310783386,\n", " 0.9578738212585449,\n", " 0.9577467441558838,\n", " 0.9565321803092957,\n", " 0.9594963192939758,\n", " 0.9604546427726746,\n", " 0.9624711275100708,\n", " 0.9625913500785828,\n", " 0.9624860882759094,\n", " 0.9607841372489929,\n", " 0.9629908800125122,\n", " 0.9639248251914978,\n", " 0.9649692177772522,\n", " 0.9651961326599121,\n", " 0.9647565484046936,\n", " 0.9653158187866211,\n", " 0.9656054377555847,\n", " 0.9651641249656677,\n", " 0.9657979607582092,\n", " 0.96603924036026,\n", " 0.9660594463348389,\n", " 0.9661012291908264,\n", " 0.9666767120361328,\n", " 0.967075526714325,\n", " 0.9670071005821228,\n", " 0.9671617150306702,\n", " 0.9663758873939514,\n", " 0.9665166139602661,\n", " 0.9667658805847168,\n", " 0.9669427871704102,\n", " 0.9670813083648682,\n", " 0.9671522378921509,\n", " 0.9673987030982971,\n", " 0.9672880172729492,\n", " 0.9667516350746155,\n", " 0.9670358300209045,\n", " 0.9666303396224976,\n", " 0.9657131433486938,\n", " 0.9614200592041016,\n", " 0.9632609486579895,\n", " 0.9525489211082458,\n", " 0.9610626101493835,\n", " 0.9647029042243958,\n", " 0.9659589529037476,\n", " 0.9664446711540222,\n", " 0.9589366316795349,\n", " 0.964327335357666,\n", " 0.9650269150733948,\n", " 0.9657662510871887,\n", " 0.9664227366447449,\n", " 0.9668476581573486,\n", " 0.9666507840156555,\n", " 0.9670177698135376,\n", " 0.9674630165100098,\n", " 0.9674144983291626,\n", " 0.9677402973175049,\n", " 0.9675320386886597,\n", " 0.9676377773284912,\n", " 0.9681727290153503,\n", " 0.9682180881500244,\n", " 0.9682848453521729,\n", " 0.968378484249115,\n", " 0.9681994915008545,\n", " 0.9636467695236206,\n", " 0.964475154876709,\n", " 0.9621652960777283,\n", " 0.9615508913993835,\n", " 0.9634842276573181,\n", " 0.9646783471107483,\n", " 0.9658536314964294,\n", " 0.9669989943504333,\n", " 0.9676588177680969,\n", " 0.9677928686141968],\n", " 'jaccard_coef': [0.8850343227386475,\n", " 0.8934155106544495,\n", " 0.8909891843795776,\n", " 0.8771495223045349,\n", " 0.8841317296028137,\n", " 0.8883060216903687,\n", " 0.8945435285568237,\n", " 0.8916596174240112,\n", " 0.8929030299186707,\n", " 0.8968893885612488,\n", " 0.8989562392234802,\n", " 0.8970146775245667,\n", " 0.9005649089813232,\n", " 0.8899965286254883,\n", " 0.8858257532119751,\n", " 0.893258810043335,\n", " 0.8986467719078064,\n", " 0.8996021151542664,\n", " 0.8961575031280518,\n", " 0.8923821449279785,\n", " 0.8970405459403992,\n", " 0.9001535177230835,\n", " 0.9024110436439514,\n", " 0.9027258157730103,\n", " 0.9024322628974915,\n", " 0.9015951752662659,\n", " 0.8985913395881653,\n", " 0.8993576169013977,\n", " 0.9013345837593079,\n", " 0.8958522081375122,\n", " 0.8939878344535828,\n", " 0.8346377611160278,\n", " 0.7832201719284058,\n", " 0.8486260175704956,\n", " 0.8751115202903748,\n", " 0.888482928276062,\n", " 0.8930204510688782,\n", " 0.8958381414413452,\n", " 0.8966151475906372,\n", " 0.8949635624885559,\n", " 0.8967772126197815,\n", " 0.8986937403678894,\n", " 0.8986009359359741,\n", " 0.883937656879425,\n", " 0.8840758204460144,\n", " 0.897849440574646,\n", " 0.8976146578788757,\n", " 0.9007730484008789,\n", " 0.902927041053772,\n", " 0.9034431576728821,\n", " 0.9037439823150635,\n", " 0.9050377607345581,\n", " 0.9065406918525696,\n", " 0.9073120355606079,\n", " 0.9079273343086243,\n", " 0.9090662002563477,\n", " 0.9089633822441101,\n", " 0.9081073999404907,\n", " 0.9110499620437622,\n", " 0.912321150302887,\n", " 0.912792980670929,\n", " 0.9134531021118164,\n", " 0.9141277074813843,\n", " 0.9144392609596252,\n", " 0.9145821332931519,\n", " 0.9135034680366516,\n", " 0.9082443118095398,\n", " 0.907692551612854,\n", " 0.9114617705345154,\n", " 0.8702733516693115,\n", " 0.8659784197807312,\n", " 0.89094078540802,\n", " 0.8917389512062073,\n", " 0.8653009533882141,\n", " 0.894719660282135,\n", " 0.8943806886672974,\n", " 0.900515615940094,\n", " 0.9063488841056824,\n", " 0.9089623093605042,\n", " 0.9091122150421143,\n", " 0.9109867811203003,\n", " 0.9122098088264465,\n", " 0.9126022458076477,\n", " 0.9130077958106995,\n", " 0.9143425226211548,\n", " 0.9129371047019958,\n", " 0.913069486618042,\n", " 0.9161491990089417,\n", " 0.9140810370445251,\n", " 0.9155629277229309,\n", " 0.9171748161315918,\n", " 0.9175608158111572,\n", " 0.9178213477134705,\n", " 0.9177595973014832,\n", " 0.918732762336731,\n", " 0.919249415397644,\n", " 0.9193571209907532,\n", " 0.9186705946922302,\n", " 0.9188726544380188,\n", " 0.913547694683075,\n", " 0.9125618934631348,\n", " 0.9093307256698608,\n", " 0.9096022248268127,\n", " 0.8354459404945374,\n", " 0.8524195551872253,\n", " 0.8817607760429382,\n", " 0.9025130867958069,\n", " 0.9053434729576111,\n", " 0.9083386659622192,\n", " 0.9018828272819519,\n", " 0.9075739979743958,\n", " 0.9104309678077698,\n", " 0.9139667749404907,\n", " 0.915718674659729,\n", " 0.9164470434188843,\n", " 0.9171195030212402,\n", " 0.9185590744018555,\n", " 0.9173833727836609,\n", " 0.9191218614578247,\n", " 0.9196005463600159,\n", " 0.9200633764266968,\n", " 0.9206790328025818,\n", " 0.921409547328949,\n", " 0.9207876324653625,\n", " 0.9034581184387207,\n", " 0.8585516214370728,\n", " 0.8731903433799744,\n", " 0.8947867751121521,\n", " 0.904549241065979,\n", " 0.9048957228660583,\n", " 0.9017109870910645,\n", " 0.9082043170928955,\n", " 0.9102063179016113,\n", " 0.9147086143493652,\n", " 0.9148007035255432,\n", " 0.9146802425384521,\n", " 0.9111013412475586,\n", " 0.9156813025474548,\n", " 0.9177095890045166,\n", " 0.9199779629707336,\n", " 0.9205767512321472,\n", " 0.9196688532829285,\n", " 0.9207890033721924,\n", " 0.9215518236160278,\n", " 0.9204908013343811,\n", " 0.9217933416366577,\n", " 0.9224814772605896,\n", " 0.9223461747169495,\n", " 0.9226390719413757,\n", " 0.9237901568412781,\n", " 0.9246483445167542,\n", " 0.9246615171432495,\n", " 0.9249366521835327,\n", " 0.9233413338661194,\n", " 0.9232603907585144,\n", " 0.9241588711738586,\n", " 0.9245883822441101,\n", " 0.9247176051139832,\n", " 0.9249323010444641,\n", " 0.9254558086395264,\n", " 0.9252113103866577,\n", " 0.9240080714225769,\n", " 0.9246694445610046,\n", " 0.9239348769187927,\n", " 0.9218395948410034,\n", " 0.9122925400733948,\n", " 0.9165043830871582,\n", " 0.8932812213897705,\n", " 0.9117933511734009,\n", " 0.91935133934021,\n", " 0.9221880435943604,\n", " 0.9234334826469421,\n", " 0.907411515712738,\n", " 0.9183642268180847,\n", " 0.9202460646629333,\n", " 0.9218817949295044,\n", " 0.9231520891189575,\n", " 0.9242450594902039,\n", " 0.9238452315330505,\n", " 0.924693763256073,\n", " 0.9255767464637756,\n", " 0.9255560040473938,\n", " 0.9261704087257385,\n", " 0.9259136915206909,\n", " 0.9260024428367615,\n", " 0.9271697998046875,\n", " 0.9273452162742615,\n", " 0.9274013638496399,\n", " 0.9274975657463074,\n", " 0.9272149801254272,\n", " 0.9178489446640015,\n", " 0.9191140532493591,\n", " 0.9138410687446594,\n", " 0.912713348865509,\n", " 0.916947066783905,\n", " 0.918980598449707,\n", " 0.9222692847251892,\n", " 0.9241549372673035,\n", " 0.9260295629501343,\n", " 0.9263408780097961],\n", " 'val_loss': [0.9153919219970703,\n", " 0.9162905812263489,\n", " 0.9107399582862854,\n", " 0.9208247065544128,\n", " 0.912564218044281,\n", " 0.9190280437469482,\n", " 0.9162954688072205,\n", " 0.9241424202919006,\n", " 0.9149355888366699,\n", " 0.9203075170516968,\n", " 0.919969379901886,\n", " 0.9235348701477051,\n", " 0.9209051132202148,\n", " 0.9188230037689209,\n", " 0.9192590713500977,\n", " 0.9158970713615417,\n", " 0.9228255748748779,\n", " 0.9258759021759033,\n", " 0.9173693656921387,\n", " 0.9207502603530884,\n", " 0.9232401251792908,\n", " 0.9171004891395569,\n", " 0.9195232391357422,\n", " 0.9215564727783203,\n", " 0.9191210269927979,\n", " 0.9229767322540283,\n", " 0.919064462184906,\n", " 0.920451283454895,\n", " 0.9201700091362,\n", " 0.9195134043693542,\n", " 0.9210970401763916,\n", " 0.9168393015861511,\n", " 0.9130436778068542,\n", " 0.9109011292457581,\n", " 0.9136486053466797,\n", " 0.9130575656890869,\n", " 0.9144114255905151,\n", " 0.917798638343811,\n", " 0.9160829782485962,\n", " 0.9160854816436768,\n", " 0.918148398399353,\n", " 0.9143689870834351,\n", " 0.930144727230072,\n", " 0.9138453602790833,\n", " 0.9116811752319336,\n", " 0.9137720465660095,\n", " 0.9152279496192932,\n", " 0.9119616150856018,\n", " 0.9083876013755798,\n", " 0.9163355231285095,\n", " 0.916837751865387,\n", " 0.9168505668640137,\n", " 0.9154853224754333,\n", " 0.9203978180885315,\n", " 0.9172276258468628,\n", " 0.9208446145057678,\n", " 0.9200398325920105,\n", " 0.9155510663986206,\n", " 0.9187803864479065,\n", " 0.9175504446029663,\n", " 0.9148665070533752,\n", " 0.9145075678825378,\n", " 0.9152277708053589,\n", " 0.9140848517417908,\n", " 0.9189901351928711,\n", " 0.9195178151130676,\n", " 0.9232717156410217,\n", " 0.9158318638801575,\n", " 0.9229704141616821,\n", " 0.9144880175590515,\n", " 0.9202681183815002,\n", " 0.9164186120033264,\n", " 0.9095581769943237,\n", " 0.9189180135726929,\n", " 0.920651912689209,\n", " 0.919463038444519,\n", " 0.9243003726005554,\n", " 0.9204848408699036,\n", " 0.9221419095993042,\n", " 0.9184432625770569,\n", " 0.9162327647209167,\n", " 0.9166755080223083,\n", " 0.9170519113540649,\n", " 0.9159132242202759,\n", " 0.917026162147522,\n", " 0.9196774959564209,\n", " 0.9171423316001892,\n", " 0.9183984398841858,\n", " 0.9169516563415527,\n", " 0.9166788458824158,\n", " 0.9199087619781494,\n", " 0.9205083847045898,\n", " 0.9216857552528381,\n", " 0.920302152633667,\n", " 0.9237104654312134,\n", " 0.9250022172927856,\n", " 0.9238898158073425,\n", " 0.9207793474197388,\n", " 0.9229183793067932,\n", " 0.9226536154747009,\n", " 0.923296332359314,\n", " 0.9242580533027649,\n", " 0.9135450124740601,\n", " 0.9230403900146484,\n", " 0.91783207654953,\n", " 0.912568211555481,\n", " 0.9160180687904358,\n", " 0.9146917462348938,\n", " 0.9128349423408508,\n", " 0.9144351482391357,\n", " 0.9127233624458313,\n", " 0.9149754643440247,\n", " 0.9168345332145691,\n", " 0.9182366132736206,\n", " 0.916368842124939,\n", " 0.9173922538757324,\n", " 0.9165858030319214,\n", " 0.9192692637443542,\n", " 0.9180701971054077,\n", " 0.9185174107551575,\n", " 0.9172652363777161,\n", " 0.9199657440185547,\n", " 0.9157623648643494,\n", " 0.9210147857666016,\n", " 0.9326973557472229,\n", " 0.9210034012794495,\n", " 0.9154012799263,\n", " 0.9117614030838013,\n", " 0.9132709503173828,\n", " 0.9205746650695801,\n", " 0.9120143055915833,\n", " 0.912691056728363,\n", " 0.9132626056671143,\n", " 0.9127592444419861,\n", " 0.9140040278434753,\n", " 0.9166510105133057,\n", " 0.9134563207626343,\n", " 0.9163817167282104,\n", " 0.9161534905433655,\n", " 0.9172564148902893,\n", " 0.915965735912323,\n", " 0.9168524146080017,\n", " 0.9164643883705139,\n", " 0.9139435291290283,\n", " 0.9140571355819702,\n", " 0.9124740958213806,\n", " 0.9119997620582581,\n", " 0.9146950840950012,\n", " 0.9115520119667053,\n", " 0.9113220572471619,\n", " 0.9131019711494446,\n", " 0.9109129309654236,\n", " 0.9130452275276184,\n", " 0.9116790294647217,\n", " 0.9142000675201416,\n", " 0.9129201173782349,\n", " 0.9141961932182312,\n", " 0.9149654507637024,\n", " 0.9169052839279175,\n", " 0.9165359139442444,\n", " 0.9150021076202393,\n", " 0.9204829335212708,\n", " 0.9163610935211182,\n", " 0.9174847602844238,\n", " 0.9190748929977417,\n", " 0.9230902194976807,\n", " 0.9216912388801575,\n", " 0.9124357104301453,\n", " 0.9152193665504456,\n", " 0.9152869582176208,\n", " 0.915011465549469,\n", " 0.9166309237480164,\n", " 0.9135130643844604,\n", " 0.9138701558113098,\n", " 0.91325843334198,\n", " 0.9122290015220642,\n", " 0.9106758236885071,\n", " 0.9106255173683167,\n", " 0.9111519455909729,\n", " 0.914164125919342,\n", " 0.913960337638855,\n", " 0.9143396019935608,\n", " 0.9163632392883301,\n", " 0.9158053398132324,\n", " 0.9172638654708862,\n", " 0.9168286323547363,\n", " 0.9165557026863098,\n", " 0.9140717387199402,\n", " 0.9146705865859985,\n", " 0.9156612157821655,\n", " 0.914459764957428,\n", " 0.91612309217453,\n", " 0.9188013076782227,\n", " 0.9126635193824768,\n", " 0.9134387373924255,\n", " 0.9122501611709595,\n", " 0.909241795539856,\n", " 0.9109091758728027,\n", " 0.9103456139564514,\n", " 0.9099038243293762],\n", " 'val_accuracy': [0.8671566843986511,\n", " 0.87217777967453,\n", " 0.8700189590454102,\n", " 0.8603019118309021,\n", " 0.8651049733161926,\n", " 0.8635114431381226,\n", " 0.8630967736244202,\n", " 0.8564876317977905,\n", " 0.8679410815238953,\n", " 0.865692138671875,\n", " 0.8625906109809875,\n", " 0.8613104224205017,\n", " 0.8621162176132202,\n", " 0.8622180819511414,\n", " 0.8605979681015015,\n", " 0.8652041554450989,\n", " 0.8591827750205994,\n", " 0.8542333245277405,\n", " 0.8629758358001709,\n", " 0.8602429032325745,\n", " 0.8561990261077881,\n", " 0.8658297657966614,\n", " 0.8620626926422119,\n", " 0.8597372174263,\n", " 0.8641201853752136,\n", " 0.8591498732566833,\n", " 0.8612794280052185,\n", " 0.8611434102058411,\n", " 0.8629850149154663,\n", " 0.8603867292404175,\n", " 0.8584074378013611,\n", " 0.856675922870636,\n", " 0.856415331363678,\n", " 0.869112491607666,\n", " 0.8678994178771973,\n", " 0.8675392270088196,\n", " 0.8674136996269226,\n", " 0.8626258969306946,\n", " 0.8664580583572388,\n", " 0.8646989464759827,\n", " 0.8637232184410095,\n", " 0.8671292662620544,\n", " 0.8299373388290405,\n", " 0.8651524782180786,\n", " 0.8719837069511414,\n", " 0.8688629865646362,\n", " 0.8669010400772095,\n", " 0.8718122243881226,\n", " 0.8734456300735474,\n", " 0.8695774078369141,\n", " 0.869935154914856,\n", " 0.870168149471283,\n", " 0.8701133131980896,\n", " 0.8669511079788208,\n", " 0.8701226711273193,\n", " 0.868655800819397,\n", " 0.8688526153564453,\n", " 0.8715980648994446,\n", " 0.8724542260169983,\n", " 0.8708814978599548,\n", " 0.8732963800430298,\n", " 0.8743451833724976,\n", " 0.8723096251487732,\n", " 0.8737490177154541,\n", " 0.8692466616630554,\n", " 0.8684362769126892,\n", " 0.8615075945854187,\n", " 0.871536135673523,\n", " 0.8631500601768494,\n", " 0.867167592048645,\n", " 0.8559635877609253,\n", " 0.8664849400520325,\n", " 0.8585382103919983,\n", " 0.8627703189849854,\n", " 0.8626459836959839,\n", " 0.861358106136322,\n", " 0.8573494553565979,\n", " 0.8620393872261047,\n", " 0.8594793677330017,\n", " 0.8660876750946045,\n", " 0.8680753111839294,\n", " 0.8691657781600952,\n", " 0.8717098236083984,\n", " 0.8718177080154419,\n", " 0.8707291483879089,\n", " 0.8691098093986511,\n", " 0.8706378936767578,\n", " 0.8704943656921387,\n", " 0.8698062896728516,\n", " 0.8703357577323914,\n", " 0.868283212184906,\n", " 0.8693749904632568,\n", " 0.8688569664955139,\n", " 0.8675321340560913,\n", " 0.8649080395698547,\n", " 0.8624923229217529,\n", " 0.8654510974884033,\n", " 0.8661287426948547,\n", " 0.8659573197364807,\n", " 0.8606023788452148,\n", " 0.8645421266555786,\n", " 0.8602494597434998,\n", " 0.8675892949104309,\n", " 0.850888729095459,\n", " 0.8642196655273438,\n", " 0.8688457608222961,\n", " 0.8686031103134155,\n", " 0.8710653781890869,\n", " 0.8692217469215393,\n", " 0.8681681752204895,\n", " 0.8707320690155029,\n", " 0.8679178953170776,\n", " 0.8686900734901428,\n", " 0.8677089810371399,\n", " 0.8698375821113586,\n", " 0.8677598237991333,\n", " 0.8689942955970764,\n", " 0.8687997460365295,\n", " 0.8702120780944824,\n", " 0.8700641989707947,\n", " 0.8743523359298706,\n", " 0.8700214624404907,\n", " 0.8744770288467407,\n", " 0.8691644668579102,\n", " 0.8354079723358154,\n", " 0.8518068790435791,\n", " 0.8629669547080994,\n", " 0.8728858232498169,\n", " 0.8732859492301941,\n", " 0.8658352494239807,\n", " 0.8749936819076538,\n", " 0.8744753003120422,\n", " 0.8727924227714539,\n", " 0.8735408782958984,\n", " 0.8750231266021729,\n", " 0.8665456771850586,\n", " 0.8738803267478943,\n", " 0.8724497556686401,\n", " 0.871959388256073,\n", " 0.8705216646194458,\n", " 0.8719120025634766,\n", " 0.8709297776222229,\n", " 0.8720042109489441,\n", " 0.8753261566162109,\n", " 0.8773614764213562,\n", " 0.8764631152153015,\n", " 0.8770318627357483,\n", " 0.8757282495498657,\n", " 0.879331111907959,\n", " 0.8785383105278015,\n", " 0.8776311874389648,\n", " 0.8783732652664185,\n", " 0.8764894604682922,\n", " 0.8790540099143982,\n", " 0.875806987285614,\n", " 0.8769276738166809,\n", " 0.8745341897010803,\n", " 0.8755340576171875,\n", " 0.8739914298057556,\n", " 0.8737229108810425,\n", " 0.8741021156311035,\n", " 0.8703846335411072,\n", " 0.8727975487709045,\n", " 0.8717212080955505,\n", " 0.8677158355712891,\n", " 0.865549623966217,\n", " 0.8551089763641357,\n", " 0.8734546899795532,\n", " 0.872172474861145,\n", " 0.8771551251411438,\n", " 0.876082181930542,\n", " 0.8731195330619812,\n", " 0.8758928775787354,\n", " 0.8773751854896545,\n", " 0.8790766596794128,\n", " 0.8805139064788818,\n", " 0.8822587728500366,\n", " 0.8817845582962036,\n", " 0.8818265795707703,\n", " 0.8799282908439636,\n", " 0.8797484636306763,\n", " 0.8786823153495789,\n", " 0.8776952028274536,\n", " 0.8776645660400391,\n", " 0.8783373832702637,\n", " 0.8782941699028015,\n", " 0.8775978684425354,\n", " 0.8796152472496033,\n", " 0.8806504011154175,\n", " 0.8809715509414673,\n", " 0.8765668272972107,\n", " 0.8747594952583313,\n", " 0.872130811214447,\n", " 0.8740264177322388,\n", " 0.8782185316085815,\n", " 0.8803868889808655,\n", " 0.8825860619544983,\n", " 0.881575882434845,\n", " 0.8813856840133667,\n", " 0.8837633728981018],\n", " 'val_jaccard_coef': [0.7574909925460815,\n", " 0.7666677236557007,\n", " 0.7605153918266296,\n", " 0.746981680393219,\n", " 0.7509147524833679,\n", " 0.752437174320221,\n", " 0.7514201998710632,\n", " 0.7424833178520203,\n", " 0.759351909160614,\n", " 0.7572857737541199,\n", " 0.7518299221992493,\n", " 0.7500455379486084,\n", " 0.7513610124588013,\n", " 0.7493470311164856,\n", " 0.7478577494621277,\n", " 0.7555980086326599,\n", " 0.7471250295639038,\n", " 0.7387661933898926,\n", " 0.750244140625,\n", " 0.7471886873245239,\n", " 0.7407824993133545,\n", " 0.75606369972229,\n", " 0.7504861354827881,\n", " 0.7471994161605835,\n", " 0.7534295320510864,\n", " 0.7456026077270508,\n", " 0.7485003471374512,\n", " 0.748045027256012,\n", " 0.7508924603462219,\n", " 0.7453337907791138,\n", " 0.7423503398895264,\n", " 0.736678421497345,\n", " 0.7319856882095337,\n", " 0.7552797794342041,\n", " 0.7558753490447998,\n", " 0.7551888823509216,\n", " 0.7559823393821716,\n", " 0.7485831379890442,\n", " 0.7542314529418945,\n", " 0.7526411414146423,\n", " 0.7517511248588562,\n", " 0.7572171092033386,\n", " 0.7013036608695984,\n", " 0.7525436282157898,\n", " 0.7640397548675537,\n", " 0.758331298828125,\n", " 0.7567190527915955,\n", " 0.7643465399742126,\n", " 0.7659304738044739,\n", " 0.7616043090820312,\n", " 0.7629109025001526,\n", " 0.7631991505622864,\n", " 0.7632723450660706,\n", " 0.7590904235839844,\n", " 0.7636463642120361,\n", " 0.7616403698921204,\n", " 0.7623389363288879,\n", " 0.76521897315979,\n", " 0.7677104473114014,\n", " 0.7655324339866638,\n", " 0.7691453099250793,\n", " 0.7705656886100769,\n", " 0.7672770619392395,\n", " 0.769226610660553,\n", " 0.7630609273910522,\n", " 0.7612406611442566,\n", " 0.7509191036224365,\n", " 0.765563428401947,\n", " 0.7531449198722839,\n", " 0.7542372941970825,\n", " 0.7384206652641296,\n", " 0.7554221153259277,\n", " 0.734595537185669,\n", " 0.7491593956947327,\n", " 0.7505850791931152,\n", " 0.7484874129295349,\n", " 0.7431356906890869,\n", " 0.7505002617835999,\n", " 0.7467706203460693,\n", " 0.7569411993026733,\n", " 0.7589643597602844,\n", " 0.7613264918327332,\n", " 0.7654951214790344,\n", " 0.7660369873046875,\n", " 0.7641279697418213,\n", " 0.7622756958007812,\n", " 0.7651054263114929,\n", " 0.7646639347076416,\n", " 0.7628354430198669,\n", " 0.7638759016990662,\n", " 0.7611702680587769,\n", " 0.7630537152290344,\n", " 0.7621192932128906,\n", " 0.7597886323928833,\n", " 0.7563139796257019,\n", " 0.7532309293746948,\n", " 0.757365345954895,\n", " 0.7585044503211975,\n", " 0.7573041915893555,\n", " 0.7492015361785889,\n", " 0.7550833225250244,\n", " 0.7492974996566772,\n", " 0.7577090263366699,\n", " 0.7277927994728088,\n", " 0.7525359988212585,\n", " 0.7586773633956909,\n", " 0.7591855525970459,\n", " 0.7638170719146729,\n", " 0.7606838345527649,\n", " 0.7586092948913574,\n", " 0.7641832828521729,\n", " 0.759801983833313,\n", " 0.761631965637207,\n", " 0.7606356143951416,\n", " 0.7635139226913452,\n", " 0.760549008846283,\n", " 0.7620425224304199,\n", " 0.762532651424408,\n", " 0.7641459703445435,\n", " 0.7643550634384155,\n", " 0.7712886333465576,\n", " 0.7646810412406921,\n", " 0.7715043425559998,\n", " 0.7633147239685059,\n", " 0.7112820744514465,\n", " 0.7311633825302124,\n", " 0.7501978278160095,\n", " 0.7650356292724609,\n", " 0.7676164507865906,\n", " 0.7555642127990723,\n", " 0.7705985903739929,\n", " 0.7693678736686707,\n", " 0.7678614258766174,\n", " 0.7694134712219238,\n", " 0.7714080810546875,\n", " 0.7581303119659424,\n", " 0.7697645425796509,\n", " 0.7684268951416016,\n", " 0.7667497396469116,\n", " 0.7653471231460571,\n", " 0.7674815654754639,\n", " 0.7655680179595947,\n", " 0.7677880525588989,\n", " 0.7727959752082825,\n", " 0.7763214707374573,\n", " 0.7744764685630798,\n", " 0.7752732634544373,\n", " 0.7740033268928528,\n", " 0.7790224552154541,\n", " 0.7775707244873047,\n", " 0.7768821120262146,\n", " 0.7776619791984558,\n", " 0.774888813495636,\n", " 0.7787190079689026,\n", " 0.7744151949882507,\n", " 0.775553286075592,\n", " 0.7718955278396606,\n", " 0.7737656831741333,\n", " 0.7716490030288696,\n", " 0.7708094716072083,\n", " 0.770787239074707,\n", " 0.7664958834648132,\n", " 0.7694191336631775,\n", " 0.7672710418701172,\n", " 0.7610059976577759,\n", " 0.7589476108551025,\n", " 0.7394394874572754,\n", " 0.7673380374908447,\n", " 0.7679212093353271,\n", " 0.7760736346244812,\n", " 0.7743701934814453,\n", " 0.7692210674285889,\n", " 0.7732160091400146,\n", " 0.7763018608093262,\n", " 0.7785902619361877,\n", " 0.781237006187439,\n", " 0.7837849855422974,\n", " 0.7829490303993225,\n", " 0.7830429077148438,\n", " 0.7805255055427551,\n", " 0.7802436351776123,\n", " 0.7787301540374756,\n", " 0.7776302099227905,\n", " 0.777246356010437,\n", " 0.7787272334098816,\n", " 0.7785536050796509,\n", " 0.7766401767730713,\n", " 0.7800605297088623,\n", " 0.7820965647697449,\n", " 0.7828419208526611,\n", " 0.7737482786178589,\n", " 0.7717097997665405,\n", " 0.7686441540718079,\n", " 0.7692775130271912,\n", " 0.7770527601242065,\n", " 0.7811009287834167,\n", " 0.7842682600021362,\n", " 0.7829539775848389,\n", " 0.7826123833656311,\n", " 0.7868374586105347]}" ] }, "execution_count": 261, "metadata": {}, "output_type": "execute_result" } ], "source": [ "history_a.history" ] }, { "cell_type": "code", "execution_count": 262, "metadata": { "id": "hjeVh6Sde9t1" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loss = history_a.history['loss']\n", "val_loss = history_a.history['val_loss']\n", "epochs = range(1, len(loss) + 1)\n", "plt.plot(epochs, loss, 'y', label=\"Training Loss\")\n", "plt.plot(epochs, val_loss, 'r', label=\"Validation Loss\")\n", "plt.title(\"Training Vs Validation Loss\")\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Loss\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 263, "metadata": { "id": "01qI23zEfCFH" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jaccard_coef = history_a.history['jaccard_coef']\n", "val_jaccard_coef = history_a.history['val_jaccard_coef']\n", "\n", "epochs = range(1, len(jaccard_coef) + 1)\n", "plt.plot(epochs, jaccard_coef, 'y', label=\"Training IoU\")\n", "plt.plot(epochs, val_jaccard_coef, 'r', label=\"Validation IoU\")\n", "plt.title(\"Training Vs Validation IoU\")\n", "plt.xlabel(\"Epochs\")\n", "plt.ylabel(\"Loss\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 264, "metadata": { "id": "c-gfQhMsfQ2G" }, "outputs": [ { "data": { "text/plain": [ "{'verbose': 1, 'epochs': 200, 'steps': 51}" ] }, "execution_count": 264, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_history.params\n" ] }, { "cell_type": "code", "execution_count": 265, "metadata": { "id": "B2rp2SEsfUb3" }, "outputs": [], "source": [ "y_pred = model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 266, "metadata": { "id": "cBG2q-55fZPH" }, "outputs": [ { "data": { "text/plain": [ "142" ] }, "execution_count": 266, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(y_pred)\n", "\n" ] }, { "cell_type": "code", "execution_count": 267, "metadata": { "id": "IUAIt_83fdLb" }, "outputs": [ { "data": { "text/plain": [ "array([[[[3.19794239e-03, 8.44924986e-01, 1.02811836e-01,\n", " 4.49449755e-02, 4.07474861e-03, 4.55125155e-05],\n", " [1.52582338e-03, 8.55651081e-01, 9.73251015e-02,\n", " 4.39560749e-02, 1.52860663e-03, 1.33291969e-05],\n", " [8.17724271e-04, 8.05580497e-01, 1.56617507e-01,\n", " 3.47447246e-02, 2.20461632e-03, 3.49984766e-05],\n", " ...,\n", " [2.05486103e-05, 4.25273739e-02, 1.51147437e-03,\n", " 9.48845267e-01, 7.09529733e-03, 5.08139841e-09],\n", " [2.98761461e-05, 4.65122648e-02, 2.12348788e-03,\n", " 9.45435822e-01, 5.89849288e-03, 9.07490794e-09],\n", " [2.37406668e-04, 8.80226865e-02, 1.04085980e-02,\n", " 8.85565341e-01, 1.57655366e-02, 4.50684269e-07]],\n", "\n", " [[7.21758581e-04, 8.78178358e-01, 9.52327624e-02,\n", " 2.51171235e-02, 7.48613034e-04, 1.45168838e-06],\n", " [1.53668589e-04, 9.29890692e-01, 5.14326170e-02,\n", " 1.84153039e-02, 1.07535277e-04, 2.54874067e-07],\n", " [5.27830671e-05, 8.80210161e-01, 1.05005726e-01,\n", " 1.45322522e-02, 1.98580979e-04, 4.54425646e-07],\n", " ...,\n", " [1.14239856e-06, 2.27025896e-02, 1.51905144e-04,\n", " 9.75045383e-01, 2.09891656e-03, 6.98743450e-12],\n", " [2.94923848e-06, 2.87432931e-02, 1.67303151e-04,\n", " 9.69546139e-01, 1.54027785e-03, 1.72189780e-11],\n", " [4.55261616e-05, 7.14937299e-02, 3.16319778e-03,\n", " 9.18044150e-01, 7.25345965e-03, 1.06010178e-08]],\n", "\n", " [[3.80877260e-04, 8.88249636e-01, 9.58071202e-02,\n", " 1.47369057e-02, 8.25127121e-04, 4.66206615e-07],\n", " [1.12717564e-04, 9.19037521e-01, 6.77741989e-02,\n", " 1.29500590e-02, 1.25375416e-04, 7.20666549e-08],\n", " [6.99892553e-05, 7.96926916e-01, 1.91239923e-01,\n", " 1.13721276e-02, 3.90759989e-04, 2.68496990e-07],\n", " ...,\n", " [3.99029886e-07, 1.59638766e-02, 7.45678772e-05,\n", " 9.81718063e-01, 2.24311836e-03, 2.28177313e-13],\n", " [4.01568883e-07, 1.78480446e-02, 1.00529003e-04,\n", " 9.80147243e-01, 1.90374139e-03, 5.70732968e-13],\n", " [1.39663216e-05, 5.07446751e-02, 1.18124729e-03,\n", " 9.39715803e-01, 8.34431406e-03, 4.52219484e-10]],\n", "\n", " ...,\n", "\n", " [[3.14147305e-03, 9.82837915e-01, 5.26050804e-04,\n", " 4.83185751e-03, 8.65654834e-03, 6.16294483e-06],\n", " [1.95818342e-04, 9.96160507e-01, 1.44672566e-04,\n", " 1.68766128e-03, 1.81097095e-03, 3.80970448e-07],\n", " [1.05788560e-04, 9.98333275e-01, 3.65496853e-05,\n", " 8.00029084e-04, 7.24405982e-04, 3.55419942e-08],\n", " ...,\n", " [4.36105038e-05, 9.98439252e-01, 1.45885197e-03,\n", " 5.56861187e-06, 5.27792799e-05, 4.18225632e-08],\n", " [8.15966850e-05, 9.98078465e-01, 1.73105719e-03,\n", " 1.78004339e-05, 9.10323724e-05, 1.01158975e-08],\n", " [5.15587686e-04, 9.95084107e-01, 3.30476696e-03,\n", " 9.59479585e-05, 9.99445561e-04, 2.10726895e-07]],\n", "\n", " [[3.94206401e-03, 9.69794810e-01, 1.71696325e-03,\n", " 8.52176733e-03, 1.60174556e-02, 6.93681068e-06],\n", " [2.90583674e-04, 9.91899729e-01, 6.50244998e-04,\n", " 3.14798299e-03, 4.01090598e-03, 6.22533094e-07],\n", " [1.97869798e-04, 9.95464504e-01, 2.98758794e-04,\n", " 2.65724771e-03, 1.38159026e-03, 1.73758721e-07],\n", " ...,\n", " [1.27809244e-05, 9.98705149e-01, 1.23899593e-03,\n", " 2.58019809e-05, 1.72018117e-05, 6.31798400e-08],\n", " [3.57973913e-05, 9.98614430e-01, 1.21367117e-03,\n", " 9.75265575e-05, 3.85525527e-05, 2.82977499e-08],\n", " [5.45834482e-04, 9.95246112e-01, 3.06611299e-03,\n", " 3.64569773e-04, 7.76646310e-04, 7.16323257e-07]],\n", "\n", " [[1.25237750e-02, 9.45734560e-01, 3.98481311e-03,\n", " 1.29417749e-02, 2.47805938e-02, 3.44485888e-05],\n", " [1.91569631e-03, 9.80799556e-01, 1.91128836e-03,\n", " 5.77361090e-03, 9.59457178e-03, 5.18681554e-06],\n", " [1.62895466e-03, 9.85685885e-01, 1.55799976e-03,\n", " 5.92362368e-03, 5.20030595e-03, 3.18334696e-06],\n", " ...,\n", " [6.29845890e-05, 9.96780097e-01, 2.90717301e-03,\n", " 1.75872745e-04, 7.34775458e-05, 4.38241784e-07],\n", " [2.58575601e-04, 9.95173752e-01, 3.73871950e-03,\n", " 6.63506973e-04, 1.64457684e-04, 9.15708085e-07],\n", " [2.69031734e-03, 9.83106852e-01, 8.79653357e-03,\n", " 2.63860123e-03, 2.74633174e-03, 2.11931547e-05]]],\n", "\n", "\n", " [[[9.78960156e-01, 9.49702505e-03, 1.16603253e-04,\n", " 6.34879339e-04, 1.07913902e-02, 5.85795579e-10],\n", " [9.98271346e-01, 4.39000840e-04, 1.79823894e-06,\n", " 4.74333247e-05, 1.24040688e-03, 5.95017674e-14],\n", " [9.98820722e-01, 3.30142619e-04, 1.33982769e-06,\n", " 1.89291841e-05, 8.28879827e-04, 3.78718671e-12],\n", " ...,\n", " [9.65939403e-01, 2.61073690e-02, 1.57574847e-04,\n", " 5.02271054e-04, 7.29321921e-03, 2.85880674e-07],\n", " [9.35208917e-01, 4.57812920e-02, 3.08597897e-04,\n", " 6.93543814e-04, 1.80075411e-02, 1.15502516e-07],\n", " [8.71728361e-01, 7.33518973e-02, 2.65835086e-03,\n", " 3.54684563e-03, 4.87099774e-02, 4.71640260e-06]],\n", "\n", " [[9.96926606e-01, 1.43287133e-03, 3.02153649e-06,\n", " 1.98528978e-05, 1.61770917e-03, 3.10392532e-12],\n", " [9.99857187e-01, 2.57882984e-05, 9.51616652e-09,\n", " 6.05220180e-07, 1.16426854e-04, 2.03257116e-18],\n", " [9.99903083e-01, 1.90018691e-05, 3.95254096e-09,\n", " 6.00611543e-08, 7.78124595e-05, 8.34462515e-17],\n", " ...,\n", " [9.88587499e-01, 5.70635917e-03, 2.36486103e-05,\n", " 9.55283031e-05, 5.58689097e-03, 7.81289966e-09],\n", " [9.75773513e-01, 1.50784953e-02, 3.10220057e-05,\n", " 8.35808460e-05, 9.03326459e-03, 5.46116175e-09],\n", " [9.19689059e-01, 4.41826619e-02, 4.93104744e-04,\n", " 7.96781154e-04, 3.48380320e-02, 3.46854819e-07]],\n", "\n", " [[9.98050570e-01, 1.02903508e-03, 1.61097760e-05,\n", " 2.09720911e-05, 8.83376168e-04, 5.41327434e-11],\n", " [9.99938607e-01, 1.47827768e-05, 4.06415488e-08,\n", " 6.33744378e-07, 4.59614093e-05, 7.48065353e-17],\n", " [9.99967337e-01, 1.13712804e-05, 2.58251642e-08,\n", " 1.65075093e-07, 2.11909264e-05, 1.79365071e-15],\n", " ...,\n", " [9.88640666e-01, 6.52574655e-03, 8.47769697e-05,\n", " 1.79736453e-04, 4.56914771e-03, 1.22156489e-08],\n", " [9.78835583e-01, 1.40097430e-02, 1.07659580e-04,\n", " 1.91089493e-04, 6.85594883e-03, 2.60934652e-08],\n", " [9.17506695e-01, 4.60318998e-02, 1.12254615e-03,\n", " 1.79763581e-03, 3.35393511e-02, 1.84363182e-06]],\n", "\n", " ...,\n", "\n", " [[9.92389977e-01, 6.69565564e-03, 4.31130611e-04,\n", " 4.52063614e-05, 4.38121904e-04, 1.89408739e-10],\n", " [9.99590337e-01, 3.95346346e-04, 8.33471313e-06,\n", " 2.27459225e-07, 5.69354643e-06, 3.49529204e-16],\n", " [9.99876380e-01, 1.13812624e-04, 9.13566419e-06,\n", " 2.26603021e-08, 5.98372992e-07, 9.38558629e-17],\n", " ...,\n", " [9.99997497e-01, 2.46862169e-06, 3.48364217e-08,\n", " 2.00957098e-11, 2.40607090e-09, 2.87529097e-22],\n", " [9.99991417e-01, 8.54505743e-06, 2.00320072e-09,\n", " 3.74659418e-12, 8.86889395e-10, 1.87373934e-23],\n", " [9.99782622e-01, 2.16245666e-04, 1.47619303e-07,\n", " 3.93707777e-09, 1.06400194e-06, 1.33306122e-18]],\n", "\n", " [[9.86072302e-01, 1.24405026e-02, 4.49887564e-04,\n", " 1.43107391e-04, 8.94338067e-04, 4.24177499e-11],\n", " [9.99355972e-01, 6.34833123e-04, 2.49456230e-06,\n", " 6.95153631e-07, 5.95637584e-06, 1.73420887e-18],\n", " [9.99907017e-01, 9.16811259e-05, 3.31145088e-07,\n", " 6.07750508e-08, 8.33117440e-07, 3.89814447e-19],\n", " ...,\n", " [9.99996662e-01, 3.32304421e-06, 4.21511537e-08,\n", " 7.64436292e-11, 4.82661522e-10, 1.84221516e-25],\n", " [9.99991298e-01, 8.72002784e-06, 2.51256682e-09,\n", " 4.85130122e-12, 4.10052792e-09, 2.08314056e-25],\n", " [9.99893308e-01, 1.05727981e-04, 5.75552690e-07,\n", " 1.14100800e-08, 3.66411285e-07, 1.31075288e-18]],\n", "\n", " [[9.49811399e-01, 3.90132777e-02, 2.81907851e-03,\n", " 7.16613722e-04, 7.63960602e-03, 4.70683439e-08],\n", " [9.95744646e-01, 4.01467457e-03, 6.65795160e-05,\n", " 1.31714269e-05, 1.60952171e-04, 5.63943261e-13],\n", " [9.98941720e-01, 9.37725010e-04, 5.48100907e-05,\n", " 2.20127208e-06, 6.36363839e-05, 6.65459929e-13],\n", " ...,\n", " [9.99890327e-01, 1.03822313e-04, 5.46984893e-06,\n", " 1.47833579e-09, 3.39177319e-07, 1.99551599e-17],\n", " [9.99317765e-01, 6.77348988e-04, 2.64131359e-06,\n", " 2.86078744e-10, 2.20469997e-06, 3.75839686e-18],\n", " [9.95425403e-01, 4.16744780e-03, 3.22874752e-04,\n", " 8.78354456e-08, 8.41220026e-05, 1.24055361e-14]]],\n", "\n", "\n", " [[[2.27321535e-02, 5.34828424e-01, 3.43622148e-01,\n", " 7.49511719e-02, 2.38055978e-02, 6.06180365e-05],\n", " [1.36061199e-02, 4.44631368e-01, 4.92809713e-01,\n", " 3.94405983e-02, 9.50352196e-03, 8.68789539e-06],\n", " [9.33546573e-03, 3.07547122e-01, 6.60619557e-01,\n", " 1.65163781e-02, 5.97475795e-03, 6.75908086e-06],\n", " ...,\n", " [8.89417436e-03, 9.15183544e-01, 2.12374236e-02,\n", " 2.67904848e-02, 2.78688576e-02, 2.55198102e-05],\n", " [1.12140467e-02, 8.94126594e-01, 1.76199172e-02,\n", " 2.50931326e-02, 5.18918447e-02, 5.45653966e-05],\n", " [3.06218676e-02, 8.11731994e-01, 3.38636227e-02,\n", " 3.57753448e-02, 8.77335444e-02, 2.73557991e-04]],\n", "\n", " [[2.12205276e-02, 5.58224976e-01, 3.34497035e-01,\n", " 7.17553422e-02, 1.42881284e-02, 1.40720140e-05],\n", " [1.09949056e-02, 2.92825133e-01, 6.65204585e-01,\n", " 2.71179173e-02, 3.85419163e-03, 3.24742928e-06],\n", " [6.09711604e-03, 1.67227119e-01, 8.11912537e-01,\n", " 1.31076025e-02, 1.65395823e-03, 1.52111511e-06],\n", " ...,\n", " [1.24183251e-03, 9.46308255e-01, 6.45070756e-03,\n", " 3.70748788e-02, 8.91049951e-03, 1.38090782e-05],\n", " [2.29534158e-03, 9.41382349e-01, 8.30976944e-03,\n", " 3.13698091e-02, 1.66338179e-02, 8.92134358e-06],\n", " [1.12625659e-02, 8.86045158e-01, 1.84113141e-02,\n", " 4.57024798e-02, 3.85222137e-02, 5.62244422e-05]],\n", "\n", " [[7.72646861e-03, 4.61165547e-01, 4.72325355e-01,\n", " 5.38537726e-02, 4.91803838e-03, 1.07641272e-05],\n", " [3.10958386e-03, 2.71983385e-01, 7.01281786e-01,\n", " 2.26808488e-02, 9.44013475e-04, 3.91561287e-07],\n", " [1.10696221e-03, 1.19679727e-01, 8.64454091e-01,\n", " 1.44921653e-02, 2.66591727e-04, 5.36597554e-07],\n", " ...,\n", " [4.17934032e-04, 9.54826236e-01, 3.73491389e-03,\n", " 3.18812504e-02, 9.13296361e-03, 6.67118820e-06],\n", " [1.00424676e-03, 9.47006345e-01, 4.73199598e-03,\n", " 3.59136537e-02, 1.13351652e-02, 8.57536634e-06],\n", " [5.80320880e-03, 9.19304669e-01, 1.10535705e-02,\n", " 3.77422944e-02, 2.60606967e-02, 3.54718977e-05]],\n", "\n", " ...,\n", "\n", " [[2.00526882e-03, 5.15503287e-01, 4.62828696e-01,\n", " 2.45042727e-03, 1.72071792e-02, 5.12594397e-06],\n", " [3.99848068e-04, 5.49205542e-01, 4.42058295e-01,\n", " 5.57236082e-04, 7.77884573e-03, 2.16473694e-07],\n", " [1.80353905e-04, 6.63774848e-01, 3.27938229e-01,\n", " 3.43545689e-04, 7.76200090e-03, 1.02274385e-06],\n", " ...,\n", " [5.41050918e-04, 4.90878344e-01, 4.89644706e-01,\n", " 5.70101489e-04, 1.83657594e-02, 1.37167547e-07],\n", " [9.42194543e-04, 3.13334167e-01, 6.72029138e-01,\n", " 5.77696890e-04, 1.31166754e-02, 1.37053448e-07],\n", " [4.47581196e-03, 3.56708914e-01, 6.15617037e-01,\n", " 4.65050759e-03, 1.85449291e-02, 2.81785606e-06]],\n", "\n", " [[3.07196192e-03, 6.37824535e-01, 3.37980002e-01,\n", " 5.72400168e-03, 1.53947873e-02, 4.63735387e-06],\n", " [6.00731641e-04, 6.77389860e-01, 3.15663010e-01,\n", " 1.35964178e-03, 4.98649012e-03, 3.59204591e-07],\n", " [2.03767733e-04, 6.30367815e-01, 3.65328878e-01,\n", " 6.96563686e-04, 3.40181985e-03, 1.07179267e-06],\n", " ...,\n", " [3.29347065e-04, 3.89077395e-01, 6.03015542e-01,\n", " 6.23394735e-04, 6.95413956e-03, 1.64536573e-07],\n", " [1.10340747e-03, 2.90191621e-01, 7.00964332e-01,\n", " 1.45058800e-03, 6.28990261e-03, 1.15348854e-07],\n", " [5.27895521e-03, 3.88146520e-01, 5.86098313e-01,\n", " 1.10642873e-02, 9.40936524e-03, 2.61842365e-06]],\n", "\n", " [[8.19305517e-03, 7.29209125e-01, 2.04705670e-01,\n", " 2.42209937e-02, 3.36621068e-02, 9.07150570e-06],\n", " [2.17702286e-03, 6.77454472e-01, 3.07442516e-01,\n", " 4.58029006e-03, 8.34437460e-03, 1.26939983e-06],\n", " [7.05228886e-04, 6.23279691e-01, 3.68345052e-01,\n", " 2.89982604e-03, 4.76697739e-03, 3.22514734e-06],\n", " ...,\n", " [1.06876006e-03, 4.76203620e-01, 5.06421208e-01,\n", " 2.56973226e-03, 1.37350131e-02, 1.76928165e-06],\n", " [2.72519677e-03, 3.99454445e-01, 5.80352187e-01,\n", " 5.63760241e-03, 1.18287178e-02, 1.80978111e-06],\n", " [1.14314193e-02, 5.48764408e-01, 3.86059821e-01,\n", " 1.77175496e-02, 3.60177755e-02, 8.94583354e-06]]],\n", "\n", "\n", " ...,\n", "\n", "\n", " [[[1.04672015e-02, 4.00386542e-01, 5.44712603e-01,\n", " 1.54439844e-02, 2.89587472e-02, 3.08776871e-05],\n", " [3.17581091e-03, 2.96401322e-01, 6.87694609e-01,\n", " 4.05607466e-03, 8.67045019e-03, 1.62059723e-06],\n", " [2.93112383e-03, 2.26636261e-01, 7.57433355e-01,\n", " 3.82908527e-03, 9.16891638e-03, 1.23940663e-06],\n", " ...,\n", " [2.78016902e-03, 9.92873311e-01, 3.60995717e-03,\n", " 1.77238806e-04, 5.58083935e-04, 1.24526707e-06],\n", " [2.45024497e-03, 9.88508761e-01, 5.78688970e-03,\n", " 7.75745139e-04, 2.47580325e-03, 2.54252927e-06],\n", " [1.50826173e-02, 9.50604975e-01, 1.81513429e-02,\n", " 2.59256968e-03, 1.35206161e-02, 4.79165283e-05]],\n", "\n", " [[3.20067210e-03, 3.64902258e-01, 6.16283894e-01,\n", " 7.06859399e-03, 8.54242221e-03, 2.16285912e-06],\n", " [7.47748767e-04, 2.17972040e-01, 7.77528703e-01,\n", " 1.50441576e-03, 2.24695681e-03, 7.54993792e-08],\n", " [1.16026343e-03, 1.78034618e-01, 8.15031171e-01,\n", " 1.45026087e-03, 4.32337262e-03, 2.74573807e-07],\n", " ...,\n", " [1.69316703e-03, 9.93590474e-01, 3.74192419e-03,\n", " 2.94394442e-04, 6.77164353e-04, 2.90358412e-06],\n", " [1.21625105e-03, 9.89856362e-01, 6.20636065e-03,\n", " 8.55713850e-04, 1.86297984e-03, 2.32788329e-06],\n", " [9.76178609e-03, 9.62010920e-01, 1.47752240e-02,\n", " 2.17257650e-03, 1.12544438e-02, 2.51346883e-05]],\n", "\n", " [[4.08993708e-03, 5.59306800e-01, 4.15048242e-01,\n", " 5.45095420e-03, 1.61023978e-02, 1.64987296e-06],\n", " [1.71397044e-03, 4.97274250e-01, 4.91552562e-01,\n", " 2.24397867e-03, 7.21509429e-03, 2.41805623e-07],\n", " [2.64896220e-03, 4.86989528e-01, 4.86829787e-01,\n", " 3.82641074e-03, 1.97041910e-02, 1.07923347e-06],\n", " ...,\n", " [3.92270071e-04, 9.97249782e-01, 1.44852733e-03,\n", " 1.40165721e-04, 7.67272781e-04, 1.90183357e-06],\n", " [2.39670364e-04, 9.95051682e-01, 2.39474000e-03,\n", " 6.11709838e-04, 1.69999641e-03, 2.29936313e-06],\n", " [2.39223870e-03, 9.84879792e-01, 4.49124537e-03,\n", " 7.08205393e-04, 7.51736946e-03, 1.11388135e-05]],\n", "\n", " ...,\n", "\n", " [[4.78985545e-04, 9.98859763e-01, 2.72452511e-04,\n", " 2.95729726e-04, 9.30299284e-05, 1.28427944e-08],\n", " [2.72919977e-04, 9.99403477e-01, 2.37306333e-04,\n", " 5.78827967e-05, 2.83848567e-05, 4.30937996e-09],\n", " [1.11794936e-04, 9.99640703e-01, 1.78256523e-04,\n", " 1.30963217e-05, 5.61842207e-05, 1.60113245e-09],\n", " ...,\n", " [4.98439521e-01, 5.01372993e-01, 2.70056207e-05,\n", " 6.23345898e-07, 1.59865202e-04, 8.52445559e-10],\n", " [4.17888224e-01, 5.81445456e-01, 4.37202689e-05,\n", " 1.79303527e-06, 6.20801293e-04, 6.52451815e-10],\n", " [4.48768646e-01, 5.44376910e-01, 8.39889108e-04,\n", " 6.31532093e-05, 5.95098175e-03, 4.51110139e-07]],\n", "\n", " [[6.43903681e-04, 9.98182535e-01, 3.11066513e-04,\n", " 6.25499350e-04, 2.36992229e-04, 1.13308598e-08],\n", " [1.73179171e-04, 9.98882473e-01, 5.76774997e-04,\n", " 3.31728806e-04, 3.58449943e-05, 4.85031260e-09],\n", " [6.19097482e-05, 9.99560177e-01, 2.65068957e-04,\n", " 6.24303721e-05, 5.03380252e-05, 2.92431679e-09],\n", " ...,\n", " [7.16389656e-01, 2.83077508e-01, 6.47026973e-05,\n", " 4.73180216e-06, 4.63366800e-04, 1.35665457e-09],\n", " [6.04619622e-01, 3.93712938e-01, 6.69856163e-05,\n", " 8.71671909e-06, 1.59182143e-03, 1.28985789e-09],\n", " [5.89255869e-01, 4.00770009e-01, 1.56917365e-03,\n", " 2.81217712e-04, 8.12260341e-03, 1.06453047e-06]],\n", "\n", " [[3.74572747e-03, 9.90136206e-01, 1.27959414e-03,\n", " 3.50954896e-03, 1.32878579e-03, 1.70532573e-07],\n", " [6.85470586e-04, 9.96599019e-01, 1.50489609e-03,\n", " 1.01465627e-03, 1.95924702e-04, 4.51246258e-08],\n", " [2.10904574e-04, 9.98630404e-01, 5.40877343e-04,\n", " 4.93930420e-04, 1.23956503e-04, 2.85373432e-08],\n", " ...,\n", " [7.61814475e-01, 2.33908221e-01, 3.05110472e-04,\n", " 2.25034746e-05, 3.94960353e-03, 8.67368612e-08],\n", " [6.65974081e-01, 3.25590104e-01, 4.00203920e-04,\n", " 4.97821529e-05, 7.98568409e-03, 1.21371372e-07],\n", " [6.08799338e-01, 3.49918783e-01, 4.76631662e-03,\n", " 6.46665459e-04, 3.58590260e-02, 9.88968441e-06]]],\n", "\n", "\n", " [[[9.80496228e-01, 9.08800215e-03, 8.68554562e-05,\n", " 5.98180050e-04, 9.73077398e-03, 3.17170568e-10],\n", " [9.98878181e-01, 3.18134407e-04, 6.23445260e-07,\n", " 2.52017453e-05, 7.77796435e-04, 8.83486789e-15],\n", " [9.99493837e-01, 1.38706411e-04, 2.90647677e-07,\n", " 6.33507534e-06, 3.60900071e-04, 2.62703731e-13],\n", " ...,\n", " [4.70494121e-01, 4.70135272e-01, 7.31686922e-03,\n", " 6.68465253e-03, 4.53575328e-02, 1.14126233e-05],\n", " [3.87823462e-01, 5.50968111e-01, 6.98690303e-03,\n", " 1.24908602e-02, 4.17194478e-02, 1.11407926e-05],\n", " [2.79984355e-01, 5.95728278e-01, 2.14608908e-02,\n", " 3.03964838e-02, 7.22690895e-02, 1.60951269e-04]],\n", "\n", " [[9.96707916e-01, 1.63486891e-03, 1.86067507e-06,\n", " 1.98883372e-05, 1.63537636e-03, 2.55664977e-12],\n", " [9.99883533e-01, 2.30254955e-05, 3.89010335e-09,\n", " 4.24107071e-07, 9.29566959e-05, 7.49743169e-19],\n", " [9.99955893e-01, 1.07305841e-05, 1.10722953e-09,\n", " 2.53203964e-08, 3.33929602e-05, 2.24084072e-17],\n", " ...,\n", " [6.07063413e-01, 3.75853598e-01, 1.18692371e-03,\n", " 1.86712737e-03, 1.40284384e-02, 4.90231344e-07],\n", " [5.20460129e-01, 4.58199918e-01, 1.03901792e-03,\n", " 3.47557059e-03, 1.68245584e-02, 7.79863285e-07],\n", " [4.55010921e-01, 4.92965132e-01, 5.10805286e-03,\n", " 1.22405784e-02, 3.46364006e-02, 3.90089444e-05]],\n", "\n", " [[9.97215867e-01, 1.53619552e-03, 2.14438460e-05,\n", " 3.20369145e-05, 1.19444192e-03, 2.99595931e-10],\n", " [9.99918461e-01, 2.09884493e-05, 6.39332995e-08,\n", " 9.95337246e-07, 5.95265956e-05, 6.33145164e-16],\n", " [9.99974370e-01, 1.13835231e-05, 1.75290484e-08,\n", " 1.06185766e-07, 1.42351319e-05, 2.98556562e-15],\n", " ...,\n", " [7.21496224e-01, 2.72915572e-01, 3.04977730e-04,\n", " 5.20967820e-04, 4.76213126e-03, 7.38935881e-08],\n", " [5.76798022e-01, 4.15880740e-01, 4.24066238e-04,\n", " 1.22331176e-03, 5.67352958e-03, 4.06181528e-07],\n", " [5.24762154e-01, 4.49898094e-01, 2.20548175e-03,\n", " 4.95404471e-03, 1.81629658e-02, 1.71851061e-05]],\n", "\n", " ...,\n", "\n", " [[9.90376890e-01, 7.85389263e-03, 6.98731863e-04,\n", " 8.06749304e-05, 9.89909400e-04, 3.68488395e-09],\n", " [9.99492288e-01, 4.84555552e-04, 5.17556145e-06,\n", " 4.72492871e-07, 1.74914949e-05, 4.13625882e-15],\n", " [9.99833703e-01, 1.41979282e-04, 2.11635179e-05,\n", " 1.42590224e-07, 2.98844066e-06, 5.98574467e-15],\n", " ...,\n", " [9.99948859e-01, 4.97520305e-05, 1.15654973e-06,\n", " 3.20581428e-09, 2.54440437e-07, 1.45666473e-17],\n", " [9.99892354e-01, 1.07307256e-04, 9.26944566e-08,\n", " 1.15177723e-09, 1.83040868e-07, 4.43560342e-18],\n", " [9.98646319e-01, 1.32239703e-03, 2.78179778e-06,\n", " 3.07315702e-07, 2.81887733e-05, 6.57542021e-15]],\n", "\n", " [[9.80628729e-01, 1.59705319e-02, 6.45425578e-04,\n", " 3.35876044e-04, 2.41950457e-03, 1.91605443e-09],\n", " [9.99011636e-01, 9.50333837e-04, 2.96015946e-06,\n", " 2.53568942e-06, 3.24682223e-05, 3.09160752e-16],\n", " [9.99824345e-01, 1.67913633e-04, 1.29109389e-06,\n", " 5.23596384e-07, 5.95803067e-06, 9.84022593e-17],\n", " ...,\n", " [9.99915361e-01, 8.35482715e-05, 8.32385808e-07,\n", " 3.32016050e-08, 2.06635789e-07, 7.26704586e-19],\n", " [9.99813735e-01, 1.85346405e-04, 2.97479062e-07,\n", " 7.07482606e-09, 6.98505687e-07, 1.54103779e-18],\n", " [9.99014258e-01, 9.57221491e-04, 8.04970750e-06,\n", " 1.17887100e-06, 1.91411600e-05, 2.51142694e-14]],\n", "\n", " [[9.25135851e-01, 5.16704954e-02, 4.24410356e-03,\n", " 1.73576723e-03, 1.72128398e-02, 9.47409717e-07],\n", " [9.91517723e-01, 7.61561748e-03, 1.19926044e-04,\n", " 5.72142562e-05, 6.89458393e-04, 3.75596429e-11],\n", " [9.97461319e-01, 2.08244240e-03, 1.45165744e-04,\n", " 1.57558989e-05, 2.95280217e-04, 3.07372253e-11],\n", " ...,\n", " [9.98797894e-01, 1.14166026e-03, 3.29867726e-05,\n", " 1.02962565e-06, 2.64109185e-05, 5.19865075e-13],\n", " [9.94716346e-01, 5.14091086e-03, 3.58163743e-05,\n", " 1.47224526e-07, 1.06892345e-04, 3.03296017e-13],\n", " [9.77219880e-01, 2.03752518e-02, 1.17658160e-03,\n", " 9.79589277e-06, 1.21850951e-03, 4.10507080e-11]]],\n", "\n", "\n", " [[[9.55473900e-01, 2.62846239e-02, 3.81984719e-04,\n", " 1.67656108e-03, 1.61828231e-02, 1.16344747e-08],\n", " [9.95856941e-01, 2.07625958e-03, 9.33890897e-06,\n", " 9.64028004e-05, 1.96104730e-03, 3.10456543e-12],\n", " [9.96100068e-01, 2.40101083e-03, 5.90893615e-06,\n", " 3.57913013e-05, 1.45728490e-03, 2.28824737e-11],\n", " ...,\n", " [9.80230272e-01, 1.75025631e-02, 8.36051913e-05,\n", " 1.71786727e-04, 2.01188982e-03, 3.07613668e-08],\n", " [9.54550505e-01, 3.80997360e-02, 1.93322354e-04,\n", " 4.27208026e-04, 6.72928896e-03, 2.36567299e-08],\n", " [8.91153038e-01, 7.88485408e-02, 1.96191133e-03,\n", " 2.36831605e-03, 2.56661102e-02, 2.17160346e-06]],\n", "\n", " [[9.87142861e-01, 7.93843903e-03, 2.10472481e-05,\n", " 1.60527037e-04, 4.73709917e-03, 4.72322459e-10],\n", " [9.99194324e-01, 4.01858095e-04, 2.92025675e-07,\n", " 5.40010387e-06, 3.98212869e-04, 1.70471361e-14],\n", " [9.99391437e-01, 3.49345675e-04, 1.65245183e-07,\n", " 1.10153951e-06, 2.58017331e-04, 4.75033370e-13],\n", " ...,\n", " [9.95547414e-01, 3.32159572e-03, 6.85023861e-06,\n", " 1.25832221e-05, 1.11149973e-03, 2.88845503e-10],\n", " [9.87846076e-01, 1.05065638e-02, 8.70673011e-06,\n", " 2.29549114e-05, 1.61565142e-03, 2.33206982e-10],\n", " [9.46847618e-01, 4.04690728e-02, 2.71904079e-04,\n", " 3.73532588e-04, 1.20377643e-02, 8.07169300e-08]],\n", "\n", " [[9.86179888e-01, 8.21807142e-03, 1.59756921e-04,\n", " 3.41777719e-04, 5.10046165e-03, 6.36967457e-08],\n", " [9.98801589e-01, 7.12876441e-04, 4.04970842e-06,\n", " 1.14161212e-05, 4.70115483e-04, 7.94170892e-12],\n", " [9.99207675e-01, 5.75743325e-04, 2.75401317e-06,\n", " 5.39660323e-06, 2.08419020e-04, 6.22765242e-11],\n", " ...,\n", " [9.94727075e-01, 4.19822801e-03, 2.64069276e-05,\n", " 2.38815992e-05, 1.02439232e-03, 9.63754077e-10],\n", " [9.89164114e-01, 9.40870587e-03, 3.02915596e-05,\n", " 3.92337752e-05, 1.35762524e-03, 1.19946786e-09],\n", " [9.54288483e-01, 3.43796350e-02, 4.53850749e-04,\n", " 5.02867915e-04, 1.03749847e-02, 1.38492979e-07]],\n", "\n", " ...,\n", "\n", " [[9.81887877e-01, 1.63909048e-02, 6.85353472e-04,\n", " 5.99747327e-05, 9.75971285e-04, 6.16989793e-09],\n", " [9.97950613e-01, 2.01980257e-03, 1.00357611e-05,\n", " 3.95546181e-07, 1.93141877e-05, 1.94418337e-14],\n", " [9.98884261e-01, 1.07063842e-03, 3.82719918e-05,\n", " 1.97454810e-07, 6.72213127e-06, 6.44727056e-14],\n", " ...,\n", " [9.97683167e-01, 2.22571590e-03, 3.77710821e-05,\n", " 1.81318808e-06, 5.14534877e-05, 2.33412833e-12],\n", " [9.96247351e-01, 3.67808435e-03, 1.19309170e-05,\n", " 1.04901733e-06, 6.16358666e-05, 1.74883805e-12],\n", " [9.79908168e-01, 1.81298722e-02, 1.42405785e-04,\n", " 3.57735553e-05, 1.78373954e-03, 4.48084403e-10]],\n", "\n", " [[9.75144029e-01, 2.28604302e-02, 2.60325964e-04,\n", " 1.38045289e-04, 1.59726874e-03, 2.00977590e-09],\n", " [9.97665524e-01, 2.30976637e-03, 1.99815167e-06,\n", " 9.63957632e-07, 2.17766901e-05, 1.09082089e-15],\n", " [9.99277532e-01, 7.12769455e-04, 1.19980200e-06,\n", " 2.74375452e-07, 8.34198818e-06, 8.39779592e-16],\n", " ...,\n", " [9.97042954e-01, 2.86882161e-03, 4.06260369e-05,\n", " 7.14065527e-06, 4.03901540e-05, 3.09812831e-13],\n", " [9.94689941e-01, 5.16406773e-03, 2.84797552e-05,\n", " 2.35805601e-06, 1.15115647e-04, 5.24925914e-13],\n", " [9.85140562e-01, 1.33989574e-02, 2.39614688e-04,\n", " 7.52356282e-05, 1.14566542e-03, 5.89081284e-10]],\n", "\n", " [[9.23458278e-01, 6.48218766e-02, 1.67230947e-03,\n", " 7.41707860e-04, 9.30495467e-03, 8.64825552e-07],\n", " [9.87533927e-01, 1.19037945e-02, 4.83432887e-05,\n", " 2.13633921e-05, 4.92542051e-04, 3.85063578e-11],\n", " [9.95319068e-01, 4.31981869e-03, 6.04854395e-05,\n", " 7.23207540e-06, 2.93309567e-04, 5.04101483e-11],\n", " ...,\n", " [9.82009530e-01, 1.62648298e-02, 5.36596810e-04,\n", " 5.48410462e-05, 1.13422761e-03, 2.08620143e-09],\n", " [9.60912228e-01, 3.53051350e-02, 5.74352627e-04,\n", " 1.44784117e-05, 3.19386227e-03, 1.58417246e-09],\n", " [8.91651273e-01, 8.86560380e-02, 6.29613409e-03,\n", " 3.12777614e-04, 1.30837066e-02, 5.23861026e-08]]]],\n", " dtype=float32)" ] }, "execution_count": 267, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred" ] }, { "cell_type": "code", "execution_count": 268, "metadata": { "id": "s2XdjfYUfhW9" }, "outputs": [], "source": [ "y_pred_argmax = np.argmax(y_pred, axis=3)" ] }, { "cell_type": "code", "execution_count": 269, "metadata": { "id": "mSmlxVYOfllz" }, "outputs": [ { "data": { "text/plain": [ "142" ] }, "execution_count": 269, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(y_pred_argmax)" ] }, { "cell_type": "code", "execution_count": 270, "metadata": { "id": "JzsXzmePfqI0" }, "outputs": [ { "data": { "text/plain": [ "array([[[1, 1, 1, ..., 3, 3, 3],\n", " [1, 1, 1, ..., 3, 3, 3],\n", " [1, 1, 1, ..., 3, 3, 3],\n", " ...,\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[1, 2, 2, ..., 1, 1, 1],\n", " [1, 2, 2, ..., 1, 1, 1],\n", " [2, 2, 2, ..., 1, 1, 1],\n", " ...,\n", " [1, 1, 1, ..., 1, 2, 2],\n", " [1, 1, 1, ..., 2, 2, 2],\n", " [1, 1, 1, ..., 2, 2, 1]],\n", "\n", " ...,\n", "\n", " [[2, 2, 2, ..., 1, 1, 1],\n", " [2, 2, 2, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " ...,\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 0, 0, 0],\n", " [1, 1, 1, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 1, 1],\n", " [0, 0, 0, ..., 0, 0, 1],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]]])" ] }, "execution_count": 270, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred_argmax" ] }, { "cell_type": "code", "execution_count": 271, "metadata": { "id": "xldJx8lmfsmi" }, "outputs": [], "source": [ "y_test_argmax = np.argmax(y_test, axis=3)" ] }, { "cell_type": "code", "execution_count": 272, "metadata": { "id": "16Pt2FJgfxu-" }, "outputs": [ { "data": { "text/plain": [ "array([[[3, 3, 3, ..., 1, 1, 1],\n", " [3, 3, 3, ..., 3, 3, 3],\n", " [3, 3, 3, ..., 3, 3, 3],\n", " ...,\n", " [0, 0, 0, ..., 1, 1, 1],\n", " [0, 0, 0, ..., 1, 1, 1],\n", " [0, 0, 0, ..., 1, 1, 1]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[2, 2, 2, ..., 1, 1, 1],\n", " [2, 2, 2, ..., 1, 1, 1],\n", " [2, 2, 2, ..., 1, 1, 1],\n", " ...,\n", " [2, 2, 2, ..., 0, 0, 0],\n", " [2, 2, 2, ..., 0, 0, 0],\n", " [2, 2, 1, ..., 0, 0, 0]],\n", "\n", " ...,\n", "\n", " [[1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " [1, 1, 1, ..., 1, 1, 1],\n", " ...,\n", " [1, 1, 1, ..., 0, 0, 0],\n", " [1, 1, 1, ..., 0, 0, 0],\n", " [1, 1, 1, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]],\n", "\n", " [[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ...,\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]]])" ] }, "execution_count": 272, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_test_argmax" ] }, { "cell_type": "markdown", "metadata": { "id": "fOgq7Vnwf6RG" }, "source": [ "Comparing prediction results\n", "using test images using mask images and predicted result images.." ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 273, "metadata": { "id": "br2AkOOuf0jZ" }, "outputs": [], "source": [ "import random" ] }, { "cell_type": "code", "execution_count": 277, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'dice_loss_plus_1focal_loss'" ] }, "execution_count": 277, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.loss.name" ] }, { "cell_type": "code", "execution_count": 274, "metadata": { "id": "KjsrF8CseLVU" }, "outputs": [ { "ename": "IndexError", "evalue": "index 142 is out of bounds for axis 0 with size 142", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[274], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m test_image_number \u001b[38;5;241m=\u001b[39m random\u001b[38;5;241m.\u001b[39mrandint(\u001b[38;5;241m0\u001b[39m, \u001b[38;5;28mlen\u001b[39m(X_test))\n\u001b[0;32m----> 3\u001b[0m test_image \u001b[38;5;241m=\u001b[39m \u001b[43mX_test\u001b[49m\u001b[43m[\u001b[49m\u001b[43mtest_image_number\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 4\u001b[0m ground_truth_image \u001b[38;5;241m=\u001b[39m y_test_argmax[test_image_number]\n\u001b[1;32m 6\u001b[0m test_image_input \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mexpand_dims(test_image, \u001b[38;5;241m0\u001b[39m)\n", "\u001b[0;31mIndexError\u001b[0m: index 142 is out of bounds for axis 0 with size 142" ] } ], "source": [ "test_image_number = random.randint(0, len(X_test))\n", "\n", "test_image = X_test[test_image_number]\n", "ground_truth_image = y_test_argmax[test_image_number]\n", "\n", "test_image_input = np.expand_dims(test_image, 0)\n", "\n", "prediction = model.predict(test_image_input)\n", "predicted_image = np.argmax(prediction, axis=3)\n", "predicted_image = predicted_image[0,:,:]" ] }, { "cell_type": "code", "execution_count": 231, "metadata": { "id": "_b05MtOudwlk" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 231, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,8))\n", "plt.subplot(231)\n", "plt.title(\"Original Image\")\n", "plt.imshow(test_image)\n", "plt.subplot(232)\n", "plt.title(\"Original Masked image\")\n", "plt.imshow(ground_truth_image)\n", "plt.subplot(233)\n", "plt.title(\"Predicted Image\")\n", "plt.imshow(predicted_image)" ] }, { "cell_type": "code", "execution_count": 232, "metadata": { "id": "2dkaFa_UdaaU" }, "outputs": [], "source": [ "model.save(\"segmentation_model.h5\")" ] }, { "cell_type": "code", "execution_count": 275, "metadata": { "id": "zOEX_MfYdFQe" }, "outputs": [], "source": [ "from tensorflow.keras.models import load_model" ] }, { "cell_type": "code", "execution_count": 278, "metadata": { "id": "981Bvtm85Yfu" }, "outputs": [], "source": [ "model_s= load_model('model_checkpoint.h5', custom_objects=({'dice_loss_plus_1focal_loss':total_loss,'jaccard_coef':jaccard_coef}))" ] }, { "cell_type": "code", "execution_count": 279, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'name': 'model',\n", " 'layers': [{'class_name': 'InputLayer',\n", " 'config': {'batch_input_shape': (None, 256, 256, 3),\n", " 'dtype': 'float32',\n", " 'sparse': False,\n", " 'ragged': False,\n", " 'name': 'input_1'},\n", " 'name': 'input_1',\n", " 'inbound_nodes': []},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 16,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d',\n", " 'inbound_nodes': [[['input_1', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout',\n", " 'inbound_nodes': [[['conv2d', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_1',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 16,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_1',\n", " 'inbound_nodes': [[['dropout', 0, 0, {}]]]},\n", " {'class_name': 'MaxPooling2D',\n", " 'config': {'name': 'max_pooling2d',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'pool_size': (2, 2),\n", " 'padding': 'valid',\n", " 'strides': (2, 2),\n", " 'data_format': 'channels_last'},\n", " 'name': 'max_pooling2d',\n", " 'inbound_nodes': [[['conv2d_1', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_2',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 32,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_2',\n", " 'inbound_nodes': [[['max_pooling2d', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_1',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_1',\n", " 'inbound_nodes': [[['conv2d_2', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_3',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 32,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_3',\n", " 'inbound_nodes': [[['dropout_1', 0, 0, {}]]]},\n", " {'class_name': 'MaxPooling2D',\n", " 'config': {'name': 'max_pooling2d_1',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'pool_size': (2, 2),\n", " 'padding': 'valid',\n", " 'strides': (2, 2),\n", " 'data_format': 'channels_last'},\n", " 'name': 'max_pooling2d_1',\n", " 'inbound_nodes': [[['conv2d_3', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_4',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 64,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_4',\n", " 'inbound_nodes': [[['max_pooling2d_1', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_2',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_2',\n", " 'inbound_nodes': [[['conv2d_4', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_5',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 64,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_5',\n", " 'inbound_nodes': [[['dropout_2', 0, 0, {}]]]},\n", " {'class_name': 'MaxPooling2D',\n", " 'config': {'name': 'max_pooling2d_2',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'pool_size': (2, 2),\n", " 'padding': 'valid',\n", " 'strides': (2, 2),\n", " 'data_format': 'channels_last'},\n", " 'name': 'max_pooling2d_2',\n", " 'inbound_nodes': [[['conv2d_5', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_6',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 128,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_6',\n", " 'inbound_nodes': [[['max_pooling2d_2', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_3',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_3',\n", " 'inbound_nodes': [[['conv2d_6', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_7',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 128,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_7',\n", " 'inbound_nodes': [[['dropout_3', 0, 0, {}]]]},\n", " {'class_name': 'MaxPooling2D',\n", " 'config': {'name': 'max_pooling2d_3',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'pool_size': (2, 2),\n", " 'padding': 'valid',\n", " 'strides': (2, 2),\n", " 'data_format': 'channels_last'},\n", " 'name': 'max_pooling2d_3',\n", " 'inbound_nodes': [[['conv2d_7', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_8',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 256,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_8',\n", " 'inbound_nodes': [[['max_pooling2d_3', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_4',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_4',\n", " 'inbound_nodes': [[['conv2d_8', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_9',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 256,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_9',\n", " 'inbound_nodes': [[['dropout_4', 0, 0, {}]]]},\n", " {'class_name': 'Conv2DTranspose',\n", " 'config': {'name': 'conv2d_transpose',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 128,\n", " 'kernel_size': (2, 2),\n", " 'strides': (2, 2),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'linear',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'GlorotUniform',\n", " 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None,\n", " 'output_padding': None},\n", " 'name': 'conv2d_transpose',\n", " 'inbound_nodes': [[['conv2d_9', 0, 0, {}]]]},\n", " {'class_name': 'Concatenate',\n", " 'config': {'name': 'concatenate',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'axis': -1},\n", " 'name': 'concatenate',\n", " 'inbound_nodes': [[['conv2d_transpose', 0, 0, {}],\n", " ['conv2d_7', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_10',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 128,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_10',\n", " 'inbound_nodes': [[['concatenate', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_5',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_5',\n", " 'inbound_nodes': [[['conv2d_10', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_11',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 128,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_11',\n", " 'inbound_nodes': [[['dropout_5', 0, 0, {}]]]},\n", " {'class_name': 'Conv2DTranspose',\n", " 'config': {'name': 'conv2d_transpose_1',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 64,\n", " 'kernel_size': (2, 2),\n", " 'strides': (2, 2),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'linear',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'GlorotUniform',\n", " 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None,\n", " 'output_padding': None},\n", " 'name': 'conv2d_transpose_1',\n", " 'inbound_nodes': [[['conv2d_11', 0, 0, {}]]]},\n", " {'class_name': 'Concatenate',\n", " 'config': {'name': 'concatenate_1',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'axis': -1},\n", " 'name': 'concatenate_1',\n", " 'inbound_nodes': [[['conv2d_transpose_1', 0, 0, {}],\n", " ['conv2d_5', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_12',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 64,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_12',\n", " 'inbound_nodes': [[['concatenate_1', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_6',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_6',\n", " 'inbound_nodes': [[['conv2d_12', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_13',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 64,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_13',\n", " 'inbound_nodes': [[['dropout_6', 0, 0, {}]]]},\n", " {'class_name': 'Conv2DTranspose',\n", " 'config': {'name': 'conv2d_transpose_2',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 32,\n", " 'kernel_size': (2, 2),\n", " 'strides': (2, 2),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'linear',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'GlorotUniform',\n", " 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None,\n", " 'output_padding': None},\n", " 'name': 'conv2d_transpose_2',\n", " 'inbound_nodes': [[['conv2d_13', 0, 0, {}]]]},\n", " {'class_name': 'Concatenate',\n", " 'config': {'name': 'concatenate_2',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'axis': -1},\n", " 'name': 'concatenate_2',\n", " 'inbound_nodes': [[['conv2d_transpose_2', 0, 0, {}],\n", " ['conv2d_3', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_14',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 32,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_14',\n", " 'inbound_nodes': [[['concatenate_2', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_7',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_7',\n", " 'inbound_nodes': [[['conv2d_14', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_15',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 32,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_15',\n", " 'inbound_nodes': [[['dropout_7', 0, 0, {}]]]},\n", " {'class_name': 'Conv2DTranspose',\n", " 'config': {'name': 'conv2d_transpose_3',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 16,\n", " 'kernel_size': (2, 2),\n", " 'strides': (2, 2),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'linear',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'GlorotUniform',\n", " 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None,\n", " 'output_padding': None},\n", " 'name': 'conv2d_transpose_3',\n", " 'inbound_nodes': [[['conv2d_15', 0, 0, {}]]]},\n", " {'class_name': 'Concatenate',\n", " 'config': {'name': 'concatenate_3',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'axis': 3},\n", " 'name': 'concatenate_3',\n", " 'inbound_nodes': [[['conv2d_transpose_3', 0, 0, {}],\n", " ['conv2d_1', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_16',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 16,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_16',\n", " 'inbound_nodes': [[['concatenate_3', 0, 0, {}]]]},\n", " {'class_name': 'Dropout',\n", " 'config': {'name': 'dropout_8',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'rate': 0.2,\n", " 'noise_shape': None,\n", " 'seed': None},\n", " 'name': 'dropout_8',\n", " 'inbound_nodes': [[['conv2d_16', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_17',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 16,\n", " 'kernel_size': (3, 3),\n", " 'strides': (1, 1),\n", " 'padding': 'same',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'relu',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'HeNormal', 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_17',\n", " 'inbound_nodes': [[['dropout_8', 0, 0, {}]]]},\n", " {'class_name': 'Conv2D',\n", " 'config': {'name': 'conv2d_18',\n", " 'trainable': True,\n", " 'dtype': 'float32',\n", " 'filters': 6,\n", " 'kernel_size': (1, 1),\n", " 'strides': (1, 1),\n", " 'padding': 'valid',\n", " 'data_format': 'channels_last',\n", " 'dilation_rate': (1, 1),\n", " 'groups': 1,\n", " 'activation': 'softmax',\n", " 'use_bias': True,\n", " 'kernel_initializer': {'class_name': 'GlorotUniform',\n", " 'config': {'seed': None}},\n", " 'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n", " 'kernel_regularizer': None,\n", " 'bias_regularizer': None,\n", " 'activity_regularizer': None,\n", " 'kernel_constraint': None,\n", " 'bias_constraint': None},\n", " 'name': 'conv2d_18',\n", " 'inbound_nodes': [[['conv2d_17', 0, 0, {}]]]}],\n", " 'input_layers': [['input_1', 0, 0]],\n", " 'output_layers': [['conv2d_18', 0, 0]]}" ] }, "execution_count": 279, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_s.get_config()" ] }, { "cell_type": "code", "execution_count": 280, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting keract\n", " Downloading keract-4.5.1-py3-none-any.whl (12 kB)\n", "Installing collected packages: keract\n", "Successfully installed keract-4.5.1\n" ] } ], "source": [ "!pip install keract" ] }, { "cell_type": "code", "execution_count": 281, "metadata": {}, "outputs": [], "source": [ "import keract as ke" ] }, { "cell_type": "code", "execution_count": 285, "metadata": {}, "outputs": [], "source": [ "activations=ke.get_activations(model_s,X_test, nodes_to_evaluate=None, output_format='simple', auto_compile=True)" ] }, { "cell_type": "code", "execution_count": 286, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total 512\r\n", "drwxr-xr-x 2 jgyegyiri2023 jgyegyiri2023 0 Aug 23 14:01 \u001b[0m\u001b[01;34m.\u001b[0m/\r\n", "drwxrwx--x 7 jgyegyiri2023 jgyegyiri2023 9 Aug 23 14:05 \u001b[01;34m..\u001b[0m/\r\n" ] } ], "source": [ "ls -lah activations\n" ] }, { "cell_type": "code", "execution_count": 287, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "input_1 (142, 256, 256, 3) -> Skipped. First dimension is not 1.\n", "conv2d (142, 256, 256, 16) -> Skipped. First dimension is not 1.\n", "dropout (142, 256, 256, 16) -> Skipped. First dimension is not 1.\n", "conv2d_1 (142, 256, 256, 16) -> Skipped. First dimension is not 1.\n", "max_pooling2d (142, 128, 128, 16) -> Skipped. First dimension is not 1.\n", "conv2d_2 (142, 128, 128, 32) -> Skipped. First dimension is not 1.\n", "dropout_1 (142, 128, 128, 32) -> Skipped. First dimension is not 1.\n", "conv2d_3 (142, 128, 128, 32) -> Skipped. First dimension is not 1.\n", "max_pooling2d_1 (142, 64, 64, 32) -> Skipped. First dimension is not 1.\n", "conv2d_4 (142, 64, 64, 64) -> Skipped. First dimension is not 1.\n", "dropout_2 (142, 64, 64, 64) -> Skipped. First dimension is not 1.\n", "conv2d_5 (142, 64, 64, 64) -> Skipped. First dimension is not 1.\n", "max_pooling2d_2 (142, 32, 32, 64) -> Skipped. First dimension is not 1.\n", "conv2d_6 (142, 32, 32, 128) -> Skipped. First dimension is not 1.\n", "dropout_3 (142, 32, 32, 128) -> Skipped. First dimension is not 1.\n", "conv2d_7 (142, 32, 32, 128) -> Skipped. First dimension is not 1.\n", "max_pooling2d_3 (142, 16, 16, 128) -> Skipped. First dimension is not 1.\n", "conv2d_8 (142, 16, 16, 256) -> Skipped. First dimension is not 1.\n", "dropout_4 (142, 16, 16, 256) -> Skipped. First dimension is not 1.\n", "conv2d_9 (142, 16, 16, 256) -> Skipped. First dimension is not 1.\n", "conv2d_transpose (142, 32, 32, 128) -> Skipped. First dimension is not 1.\n", "concatenate (142, 32, 32, 256) -> Skipped. First dimension is not 1.\n", "conv2d_10 (142, 32, 32, 128) -> Skipped. First dimension is not 1.\n", "dropout_5 (142, 32, 32, 128) -> Skipped. First dimension is not 1.\n", "conv2d_11 (142, 32, 32, 128) -> Skipped. First dimension is not 1.\n", "conv2d_transpose_1 (142, 64, 64, 64) -> Skipped. First dimension is not 1.\n", "concatenate_1 (142, 64, 64, 128) -> Skipped. First dimension is not 1.\n", "conv2d_12 (142, 64, 64, 64) -> Skipped. First dimension is not 1.\n", "dropout_6 (142, 64, 64, 64) -> Skipped. First dimension is not 1.\n", "conv2d_13 (142, 64, 64, 64) -> Skipped. First dimension is not 1.\n", "conv2d_transpose_2 (142, 128, 128, 32) -> Skipped. First dimension is not 1.\n", "concatenate_2 (142, 128, 128, 64) -> Skipped. First dimension is not 1.\n", "conv2d_14 (142, 128, 128, 32) -> Skipped. First dimension is not 1.\n", "dropout_7 (142, 128, 128, 32) -> Skipped. First dimension is not 1.\n", "conv2d_15 (142, 128, 128, 32) -> Skipped. First dimension is not 1.\n", "conv2d_transpose_3 (142, 256, 256, 16) -> Skipped. First dimension is not 1.\n", "concatenate_3 (142, 256, 256, 32) -> Skipped. First dimension is not 1.\n", "conv2d_16 (142, 256, 256, 16) -> Skipped. First dimension is not 1.\n", "dropout_8 (142, 256, 256, 16) -> Skipped. First dimension is not 1.\n", "conv2d_17 (142, 256, 256, 16) -> Skipped. First dimension is not 1.\n", "conv2d_18 (142, 256, 256, 6) -> Skipped. First dimension is not 1.\n" ] } ], "source": [ "ke.display_activations(activations,cmap='viridis', save=True, directory ='activations')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plt.imshow(Image.open('activations/'))" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3.8 (kwaku)", "language": "python", "name": "kwaku" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 1 }