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tomato_image_analysis_CNN_segmentation.ipynb
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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "name": "tomato_image_analysis_CNN_segmentation.ipynb", | |
| "provenance": [], | |
| "collapsed_sections": [ | |
| "cbiayVbTM4CM", | |
| "gMfohw95NEjk", | |
| "zrCzweVRMmoR" | |
| ], | |
| "toc_visible": true, | |
| "authorship_tag": "ABX9TyOsTy5a2A56gsRPGQ0Hwh+l", | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3" | |
| }, | |
| "accelerator": "GPU" | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/totti0223/0b6e19ea707a5c9c7cc0804e516ae2b1/tomato_image_analysis_cnn_segmentation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "SDaGlPbgKuOs", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Acknowledgement\n", | |
| "We must greatly thank Laboro.AI Inc. for sharing a priceless dataset\n", | |
| "\n", | |
| "https://ledge.ai/laboro-ai-tomato/\n", | |
| "\n", | |
| "Pay respect to the dataset providors. Do not put large load on the provider server. The license is **CC BY-NC 4.0**. Can use freely only in *non-commercial* conditions. It is mandatory to contact the company if you intend to use elsecases.\n", | |
| "\n", | |
| "\n", | |
| "The codes provided here in the notebook is provided by yosuke toda.\n", | |
| "Please contact me (tyosuke@aquaseerser.com) if you want to use it elsewhere.\n", | |
| "Basically free, but the license and citations are incomplete and cannnot guarantee if you modify or redistribute the codes. \n", | |
| "\n", | |
| "Will be merged in deep learning for biologists with keras in future\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "cT399nieWpuv", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Import Libraries" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "-dzZtDUdOu4G", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "import os, shutil\n", | |
| "import numpy as np\n", | |
| "from random import shuffle\n", | |
| "from concurrent import futures\n", | |
| "\n", | |
| "import cv2\n", | |
| "\n", | |
| "from google.colab import drive\n", | |
| "\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline\n", | |
| "\n", | |
| "from skimage.io import imread,imsave" | |
| ], | |
| "execution_count": 1, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "Ju7-3aX3Mo_e", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Laboro AI Tomato Dataset Preparation\n", | |
| "\n", | |
| "AVOID repeatingly downloading zip files from the provided server.\n", | |
| "Higly recommended to upload the downloaded zip files to your google drive and connect the colaboratory from the second time. \n", | |
| "\n", | |
| "\n", | |
| "1. Download the dataset file from the url below.\n", | |
| "\n", | |
| " http://assets.laboro.ai/laborotomato/laboro_tomato.zip\n", | |
| "\n", | |
| "2. Upload to your personal google drive folder\n", | |
| "\n", | |
| "3. Mount the google drive folder to this colaboratory with the following command." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "hjRooC1KJabq", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 124 | |
| }, | |
| "outputId": "04d2474c-f407-47aa-fb83-4263b6576e66" | |
| }, | |
| "source": [ | |
| "drive.mount('/content/drive')" | |
| ], | |
| "execution_count": 2, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n", | |
| "\n", | |
| "Enter your authorization code:\n", | |
| "··········\n", | |
| "Mounted at /content/drive\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "lvqwHfFCO1Nb", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Dataset Preparation (First Time)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "cbiayVbTM4CM", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "### Download dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "hMszh7GQKMSh", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "PATH_TO_YOUR_DATASET_ZIP = \"drive/My\\ Drive/share/laboro_tomato.zip\" #change the pass to your uploaded one\n", | |
| "!unzip $PATH_TO_YOUR_DATASET_ZIP >1>/dev/null" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "gMfohw95NEjk", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "### Read and inspect dataset using pycocotools" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "uadcADaxPhVf", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 155 | |
| }, | |
| "outputId": "34292fbd-6d5f-4a2c-f17a-24efeff797fb" | |
| }, | |
| "source": [ | |
| "from pycocotools.coco import COCO\n", | |
| "\n", | |
| "train_json = \"laboro_tomato/annotations/train.json\"\n", | |
| "train_coco = COCO(train_json)\n", | |
| "\n", | |
| "test_json = \"laboro_tomato/annotations/test.json\"\n", | |
| "test_coco = COCO(test_json)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "loading annotations into memory...\n", | |
| "Done (t=0.10s)\n", | |
| "creating index...\n", | |
| "index created!\n", | |
| "loading annotations into memory...\n", | |
| "Done (t=0.08s)\n", | |
| "creating index...\n", | |
| "index created!\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "P6SYORzePy4_", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 138 | |
| }, | |
| "outputId": "ea8e484b-01f3-4f7d-cfe1-9623e5c379f7" | |
| }, | |
| "source": [ | |
| "labels = [\n", | |
| " \"b_fully_ripened\", \"b_half_ripened\", \"b_green\",\n", | |
| " \"l_fully_ripened\", \"l_half_ripened\", \"l_green\"\n", | |
| "]\n", | |
| "print(train_coco.getCatIds(catNms=labels))\n", | |
| "\n", | |
| "#The other way around\n", | |
| "cats = train_coco.loadCats(list(range(1,7)))\n", | |
| "for cat in cats:\n", | |
| " print(cat)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "[1, 2, 3, 4, 5, 6]\n", | |
| "{'id': 1, 'name': 'b_fully_ripened', 'supercategory': 'type'}\n", | |
| "{'id': 2, 'name': 'b_half_ripened', 'supercategory': 'type'}\n", | |
| "{'id': 3, 'name': 'b_green', 'supercategory': 'type'}\n", | |
| "{'id': 4, 'name': 'l_fully_ripened', 'supercategory': 'type'}\n", | |
| "{'id': 5, 'name': 'l_half_ripened', 'supercategory': 'type'}\n", | |
| "{'id': 6, 'name': 'l_green', 'supercategory': 'type'}\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "V7XbLDsEQ3eV", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 162 | |
| }, | |
| "outputId": "e94a32f8-bc01-42cf-d97c-c5efdffbd350" | |
| }, | |
| "source": [ | |
| "images = train_coco.loadImgs(np.random.randint(0,100,3))\n", | |
| "\n", | |
| "for i, imageinfo in enumerate(images):\n", | |
| " plt.subplot(1,3,i+1)\n", | |
| " path = \"laboro_tomato/train/\" + imageinfo[\"file_name\"]\n", | |
| " image = imread(path)\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.imshow(image)\n", | |
| "\n", | |
| " annids = train_coco.getAnnIds(imgIds=imageinfo[\"id\"])\n", | |
| " anns = train_coco.loadAnns(annids)\n", | |
| " train_coco.showAnns(anns)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 3 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "zrCzweVRMmoR", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "### Modify the dataset for semantic segmentation task suitable form\n", | |
| "\n", | |
| "Using the bounding box coordinates, we will crop the object and save it as array of images to subdirectories according to the label.\n", | |
| "\n", | |
| "This will take time, so do it once, zip it, and save it to your google drive.\n", | |
| "From the second tine, skip the bellow and go to the next section.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "JMoH9_hMm1HJ", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 35 | |
| }, | |
| "outputId": "9a747807-28c0-48f8-919d-ff8ed63352fc" | |
| }, | |
| "source": [ | |
| "idx=0\n", | |
| "imageinfo = train_coco.loadImgs(idx)[0]\n", | |
| "#create mask image\n", | |
| "height = imageinfo[\"height\"]\n", | |
| "width = imageinfo[\"width\"]\n", | |
| "print(height,width)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "4160 3120\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "oW9F3qI_Ox8r", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "#Prepare dataset folder for classification\n", | |
| "\n", | |
| "pardir = \"tomato_segmentation\"\n", | |
| "subset = [\"train\",\"test\"]\n", | |
| "subdir = [\"image\",\"mask\"]\n", | |
| "for st in subset:\n", | |
| " for sb in subdir:\n", | |
| " os.makedirs(os.path.join(pardir,st,sb))" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "6ZxIsqQgXBK4", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "def create_mask_and_save(idx,sb,coco): \n", | |
| " imageinfo = coco.loadImgs(idx)[0]\n", | |
| " \n", | |
| " file_name = imageinfo[\"file_name\"]\n", | |
| " path = \"laboro_tomato/\" + sb+\"/\" + file_name\n", | |
| " #copy image to image folder\n", | |
| " image = cv2.imread(path)\n", | |
| " image = cv2.resize(image, None, fx = 1/4, fy = 1/4, interpolation=cv2.INTER_CUBIC)\n", | |
| " cv2.imwrite(os.path.join(\"tomato_segmentation\",sb,\"image\",file_name),image)\n", | |
| "\n", | |
| " #create mask image\n", | |
| " height = imageinfo[\"height\"]\n", | |
| " width = imageinfo[\"width\"]\n", | |
| "\n", | |
| " mask = np.zeros(shape=(height,width),dtype=np.uint8)\n", | |
| "\n", | |
| " annids = coco.getAnnIds(imgIds=imageinfo[\"id\"])\n", | |
| " anns = coco.loadAnns(annids)\n", | |
| " for ann in anns:\n", | |
| " if \"segmentation\" in ann:\n", | |
| " for coord in ann[\"segmentation\"]:\n", | |
| " poly = np.array(coord).reshape((int(len(coord)/2), 2))\n", | |
| " cv2.fillPoly(mask,np.int_([poly]),(255,255,255))\n", | |
| "\n", | |
| " mask = cv2.resize(mask, None, fx = 1/4, fy = 1/4,interpolation=cv2.INTER_CUBIC)\n", | |
| " path2 = os.path.join(\"tomato_segmentation\",sb,\"mask\",file_name+\".png\")\n", | |
| " imsave(path2,mask)\n", | |
| "\n", | |
| "#create_mask_and_save(0,\"train\",train_coco)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "CH6suHLRT50k", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 124 | |
| }, | |
| "outputId": "297a26bf-d506-44c1-a4c8-78e9738d404a" | |
| }, | |
| "source": [ | |
| "for coco,sb in zip([train_coco,test_coco],subset):\n", | |
| " size = len(coco.imgs)\n", | |
| " future_list = []\n", | |
| " with futures.ThreadPoolExecutor(max_workers=4) as executor:\n", | |
| " for idx in range(size):\n", | |
| " future = executor.submit(fn=create_mask_and_save,idx=idx,sb=sb,coco=coco)\n", | |
| " future_list.append(future)\n", | |
| " _ = futures.as_completed(fs=future_list)\n", | |
| " print(\"____\") \n", | |
| "\n", | |
| "print(\"done\")" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:27: UserWarning: tomato_segmentation/train/mask/IMG_1082.jpg.png is a low contrast image\n", | |
| "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:27: UserWarning: tomato_segmentation/train/mask/IMG_1296.jpg.png is a low contrast image\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "____\n", | |
| "____\n", | |
| "done\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "cipavmScVV4I", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "!zip -r tomato_segmentation.zip tomato_segmentation 1>/dev/null\n", | |
| "#now download the segmentation.zip file from the browser in the left\n", | |
| "#(or drag and drop it to your My Drive folder if google drive is mounted)." | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "W5HVcSMiPgSw", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Dataset Preparation (From the second time)\n", | |
| "\n", | |
| "If you already have the tomato_segmentation.zip file using the above command, just do the following" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "YEYyrAFZfOXj", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "drive.mount('/content/drive')" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "uYV6RhJd-Bdo", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "PATH_TO_YOUR_CLASSIFICATION_ZIP = \"drive/My\\ Drive/share/tomato_segmentation.zip\" #change the pass to your uploaded one\n", | |
| "!unzip $PATH_TO_YOUR_CLASSIFICATION_ZIP 1>/dev/null" | |
| ], | |
| "execution_count": 3, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "aEULvXOPQuU6", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Inspect the segmentation dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "2dlhEsRJkL77", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 668 | |
| }, | |
| "outputId": "9d4da258-ff4a-4543-dd04-db3e56f8d7b5" | |
| }, | |
| "source": [ | |
| "import random\n", | |
| "files = os.listdir(\"tomato_segmentation/train/image\")\n", | |
| "random.shuffle(files)\n", | |
| "\n", | |
| "for file in files[:3]:\n", | |
| " image_path = os.path.join(\"tomato_segmentation/train/image\",file)\n", | |
| " mask_path = os.path.join(\"tomato_segmentation/train/mask\",file+\".png\")\n", | |
| " image = imread(image_path)\n", | |
| " mask = imread(mask_path)\n", | |
| "\n", | |
| " plt.subplot(1,2,1)\n", | |
| " plt.imshow(image)\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.subplot(1,2,2)\n", | |
| " plt.imshow(mask)\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.show()\n" | |
| ], | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "inSc111kQZyS", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Segmentation task using tensorflow.keras " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "5cKqF94PXtC6", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Import Libraries" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "DcWxUC30Qg0i", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 52 | |
| }, | |
| "outputId": "b341d144-b7bc-4620-feb1-c80a5ef0f516" | |
| }, | |
| "source": [ | |
| "import tensorflow as tf\n", | |
| "from tensorflow import keras\n", | |
| "from keras.preprocessing.image import ImageDataGenerator\n", | |
| "from keras import layers, losses, callbacks,utils\n", | |
| "from keras.models import Model\n", | |
| "from keras.applications.mobilenet_v2 import MobileNetV2\n", | |
| "import keras.backend as K\n", | |
| "\n", | |
| "!pip install -q git+https://github.com/tensorflow/examples.git\n", | |
| "from tensorflow_examples.models.pix2pix import pix2pix" | |
| ], | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Using TensorFlow backend.\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| " Building wheel for tensorflow-examples (setup.py) ... \u001b[?25l\u001b[?25hdone\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "Nb2rFJyWXomV", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Prepare Dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "e7VomyBqAfNF", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "from sklearn.model_selection import train_test_split\n", | |
| "import pandas as pd\n", | |
| "import glob" | |
| ], | |
| "execution_count": 6, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "Dx8qabpMwjgE", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "#create a train, val, dataframe from directory\n", | |
| "image_list = []\n", | |
| "mask_list= []\n", | |
| "files = sorted(os.listdir(\"tomato_segmentation/train/image/\"))\n", | |
| "\n", | |
| "image_path = \"tomato_segmentation/train/image/\"\n", | |
| "mask_path = \"tomato_segmentation/train/mask/\"\n", | |
| "\n", | |
| "for i, file in enumerate(files):\n", | |
| " image_list.append(os.path.join(image_path,file))\n", | |
| " mask_list.append(os.path.join(mask_path,file+\".png\"))\n", | |
| "\n", | |
| "seed = 0\n", | |
| "\n", | |
| "train_image_list, valid_image_list = train_test_split(image_list,train_size=0.8,random_state=seed)\n", | |
| "train_mask_list, valid_mask_list = train_test_split(mask_list,train_size=0.8,random_state=seed)\n", | |
| "\n", | |
| "train_image_df = pd.DataFrame(train_image_list,columns=[\"id\"])\n", | |
| "valid_image_df = pd.DataFrame(valid_image_list,columns=[\"id\"])\n", | |
| "\n", | |
| "train_mask_df = pd.DataFrame(train_mask_list,columns=[\"id\"])\n", | |
| "valid_mask_df = pd.DataFrame(valid_mask_list,columns=[\"id\"])" | |
| ], | |
| "execution_count": 7, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "VvZy7mRL1fR_", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "#create a test, dataframe from directory\n", | |
| "image_list = []\n", | |
| "mask_list= []\n", | |
| "files = sorted(os.listdir(\"tomato_segmentation/test/image/\"))\n", | |
| "\n", | |
| "image_path = \"tomato_segmentation/test/image/\"\n", | |
| "mask_path = \"tomato_segmentation/test/mask/\"\n", | |
| "\n", | |
| "for i, file in enumerate(files):\n", | |
| " image_list.append(os.path.join(image_path,file))\n", | |
| " mask_list.append(os.path.join(mask_path,file+\".png\"))\n", | |
| "\n", | |
| "seed = 0\n", | |
| "\n", | |
| "test_image_df = pd.DataFrame(image_list,columns=[\"id\"])\n", | |
| "test_mask_df = pd.DataFrame(mask_list,columns=[\"id\"])" | |
| ], | |
| "execution_count": 8, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "bPnji_KgAu94", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 52 | |
| }, | |
| "outputId": "b5e9e611-154b-4458-c9b9-2eaeafa5b807" | |
| }, | |
| "source": [ | |
| "#https://www.tensorflow.org/api_docs/python/tf/keras/preprocessing/image/ImageDataGenerator\n", | |
| "\n", | |
| "data_gen_args = dict(rescale=1/255.,\n", | |
| " rotation_range=90,\n", | |
| " width_shift_range=0.1,\n", | |
| " height_shift_range=0.1,\n", | |
| " zoom_range=0.2)\n", | |
| "train_image_datagen = ImageDataGenerator(**data_gen_args)\n", | |
| "train_mask_datagen = ImageDataGenerator(**data_gen_args)\n", | |
| "\n", | |
| "seed=1\n", | |
| "\n", | |
| "train_image_generator = train_image_datagen.flow_from_dataframe(\n", | |
| " train_image_df,x_col=\"id\",target_size=(192, 256),\n", | |
| " class_mode=None,\n", | |
| " seed=seed,batch_size=4)\n", | |
| "\n", | |
| "train_mask_generator = train_image_datagen.flow_from_dataframe(\n", | |
| " train_mask_df,x_col=\"id\",target_size=(192, 256),\n", | |
| " class_mode=None,\n", | |
| " seed=seed,batch_size=4)\n", | |
| "\n", | |
| "\n", | |
| "train_generator = zip(train_image_generator, train_mask_generator)" | |
| ], | |
| "execution_count": 9, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Found 514 validated image filenames.\n", | |
| "Found 514 validated image filenames.\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "mFXgTLBkA1kE", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 52 | |
| }, | |
| "outputId": "21c45481-c4a2-4eb9-ebd2-becb830a2a3b" | |
| }, | |
| "source": [ | |
| "#https://www.tensorflow.org/api_docs/python/tf/keras/preprocessing/image/ImageDataGenerator\n", | |
| "\n", | |
| "data_gen_args = dict(rescale=1/255.,)\n", | |
| "valid_image_datagen = ImageDataGenerator(**data_gen_args)\n", | |
| "valid_mask_datagen = ImageDataGenerator(**data_gen_args)\n", | |
| "\n", | |
| "seed=1\n", | |
| "\n", | |
| "valid_image_generator = valid_image_datagen.flow_from_dataframe(\n", | |
| " valid_image_df,x_col=\"id\",target_size=(192, 256),\n", | |
| " class_mode=None,\n", | |
| " seed=seed,batch_size=4)\n", | |
| "\n", | |
| "valid_mask_generator = valid_image_datagen.flow_from_dataframe(\n", | |
| " valid_mask_df,x_col=\"id\",target_size=(192, 256),\n", | |
| " class_mode=None,\n", | |
| " seed=seed,batch_size=4)\n", | |
| "\n", | |
| "\n", | |
| "valid_generator = zip(valid_image_generator, valid_mask_generator)" | |
| ], | |
| "execution_count": 10, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Found 129 validated image filenames.\n", | |
| "Found 129 validated image filenames.\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "FW8OLPIJ5pjd", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 52 | |
| }, | |
| "outputId": "1f41cf0b-8709-45e7-eb6c-88b710fd5bdf" | |
| }, | |
| "source": [ | |
| "test_data_gen_args = dict(rescale=1/255.)\n", | |
| "test_image_datagen = ImageDataGenerator(**test_data_gen_args)\n", | |
| "test__mask_datagen = ImageDataGenerator(**test_data_gen_args)\n", | |
| "\n", | |
| "seed=1\n", | |
| "\n", | |
| "test_image_generator = test_image_datagen.flow_from_dataframe(\n", | |
| " test_image_df,x_col=\"id\",target_size=(192, 256),\n", | |
| " class_mode=None,\n", | |
| " seed=seed,batch_size=4)\n", | |
| "\n", | |
| "test_mask_generator = test_image_datagen.flow_from_dataframe(\n", | |
| " test_mask_df,x_col=\"id\",target_size=(192, 256),\n", | |
| " class_mode=None,\n", | |
| " seed=seed,batch_size=4)\n", | |
| "\n", | |
| "\n", | |
| "test_generator = zip(test_image_generator, test_mask_generator)" | |
| ], | |
| "execution_count": 11, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Found 161 validated image filenames.\n", | |
| "Found 161 validated image filenames.\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "SLb4ubNsan_I", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Prepare NN model\n", | |
| "\n", | |
| "Here we will use a U-Net like model with MobileNetV2 backbone.\n", | |
| "\n", | |
| "https://www.tensorflow.org/tutorials/images/segmentation" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "LkSQr5dCUDpF", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 89 | |
| }, | |
| "outputId": "6a99cbab-e56f-45a9-c204-e62ed11a750a" | |
| }, | |
| "source": [ | |
| "K.clear_session()\n", | |
| "OUTPUT_CHANNELS = 1\n", | |
| "\n", | |
| "base_model = tf.keras.applications.MobileNetV2(input_shape=[192, 256, 3], include_top=False,weights=\"imagenet\")\n", | |
| "# Use the activations of these layers\n", | |
| "layer_names = [\n", | |
| " 'block_1_expand_relu', # 96 x 128\n", | |
| " 'block_3_expand_relu', # 48 x 64\n", | |
| " 'block_6_expand_relu', # 24 x 32\n", | |
| " 'block_13_expand_relu', # 12 x 16\n", | |
| " 'block_16_project', # 6 x 8\n", | |
| "]\n", | |
| "out_layers = [base_model.get_layer(name).output for name in layer_names]\n", | |
| "down_stack = tf.keras.Model(inputs=base_model.input, outputs=out_layers)\n", | |
| "down_stack.trainable = False\n", | |
| "\n", | |
| "\n", | |
| "up_stack = [\n", | |
| " pix2pix.upsample(512, 3), # 6x8 -> 12x16\n", | |
| " pix2pix.upsample(256, 3), # 12x16 -> 24x32\n", | |
| " pix2pix.upsample(128, 3), # 24x32 -> 48x64\n", | |
| " pix2pix.upsample(64, 3), # 48x64 -> 96x128\n", | |
| "]\n", | |
| "\n", | |
| "def unet_model(output_channels,down_stack,up_stack):\n", | |
| " inputs = tf.keras.layers.Input(shape=[192, 256, 3])\n", | |
| " x = inputs\n", | |
| " # Downsampling through the model\n", | |
| " skips = down_stack(x)\n", | |
| " x = skips[-1]\n", | |
| " skips = reversed(skips[:-1])\n", | |
| "\n", | |
| " # Upsampling and establishing the skip connections\n", | |
| " for up, skip in zip(up_stack, skips):\n", | |
| " x = up(x)\n", | |
| " concat = tf.keras.layers.Concatenate()\n", | |
| " x = concat([x, skip])\n", | |
| "\n", | |
| " # This is the last layer of the model\n", | |
| " last = tf.keras.layers.Conv2DTranspose(\n", | |
| " output_channels, 3, strides=2,\n", | |
| " padding='same',activation=\"sigmoid\")\n", | |
| "\n", | |
| " x = last(x)\n", | |
| "\n", | |
| " return tf.keras.Model(inputs=inputs, outputs=x)\n", | |
| "\n", | |
| "model = unet_model(1,down_stack,up_stack)\n", | |
| "\n", | |
| "model.compile(optimizer='adam',\n", | |
| " loss=tf.keras.losses.BinaryCrossentropy(from_logits=True),\n", | |
| " metrics=['accuracy'])" | |
| ], | |
| "execution_count": 12, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "WARNING:tensorflow:`input_shape` is undefined or non-square, or `rows` is not in [96, 128, 160, 192, 224]. Weights for input shape (224, 224) will be loaded as the default.\n", | |
| "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet_v2/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_224_no_top.h5\n", | |
| "9412608/9406464 [==============================] - 0s 0us/step\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "nZbYAAExC0Z-", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "outputId": "c656bd81-4ef3-425e-af17-35209266372e" | |
| }, | |
| "source": [ | |
| "tf.keras.utils.plot_model(model, show_shapes=True)" | |
| ], | |
| "execution_count": 13, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<IPython.core.display.Image object>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "execution_count": 13 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "VtN4T5yjcVqB", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Train" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "ybIa8eI7ckPC", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "es = tf.keras.callbacks.EarlyStopping(patience=8,restore_best_weights=True)\n", | |
| "ckpt = tf.keras.callbacks.ModelCheckpoint(\"weights.hdf5\",save_best_only=True)" | |
| ], | |
| "execution_count": 15, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "VdWMU-rBC2Ol", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "outputId": "438c8b7e-d51b-4ef6-ff65-2e144362f085" | |
| }, | |
| "source": [ | |
| "history = model.fit_generator(\n", | |
| " train_generator, steps_per_epoch=train_image_generator.n//train_image_generator.batch_size,\n", | |
| " epochs=30,callbacks=[es,ckpt],\n", | |
| " validation_data=valid_generator,validation_steps=valid_image_generator.n//valid_image_generator.batch_size\n", | |
| ")" | |
| ], | |
| "execution_count": 18, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Epoch 1/30\n", | |
| "128/128 [==============================] - 27s 213ms/step - loss: 0.6650 - accuracy: 0.9416 - val_loss: 0.6646 - val_accuracy: 0.9533\n", | |
| "Epoch 2/30\n", | |
| "128/128 [==============================] - 28s 215ms/step - loss: 0.6647 - accuracy: 0.9436 - val_loss: 0.6640 - val_accuracy: 0.9558\n", | |
| "Epoch 3/30\n", | |
| "128/128 [==============================] - 27s 212ms/step - loss: 0.6635 - accuracy: 0.9434 - val_loss: 0.6642 - val_accuracy: 0.9577\n", | |
| "Epoch 4/30\n", | |
| "128/128 [==============================] - 28s 215ms/step - loss: 0.6644 - accuracy: 0.9456 - val_loss: 0.6638 - val_accuracy: 0.9566\n", | |
| "Epoch 5/30\n", | |
| "128/128 [==============================] - 27s 211ms/step - loss: 0.6640 - accuracy: 0.9462 - val_loss: 0.6638 - val_accuracy: 0.9589\n", | |
| "Epoch 6/30\n", | |
| "128/128 [==============================] - 27s 212ms/step - loss: 0.6638 - accuracy: 0.9443 - val_loss: 0.6637 - val_accuracy: 0.9574\n", | |
| "Epoch 7/30\n", | |
| "128/128 [==============================] - 27s 212ms/step - loss: 0.6638 - accuracy: 0.9462 - val_loss: 0.6633 - val_accuracy: 0.9577\n", | |
| "Epoch 8/30\n", | |
| "128/128 [==============================] - 27s 213ms/step - loss: 0.6629 - accuracy: 0.9459 - val_loss: 0.6631 - val_accuracy: 0.9580\n", | |
| "Epoch 9/30\n", | |
| "128/128 [==============================] - 27s 208ms/step - loss: 0.6633 - accuracy: 0.9480 - val_loss: 0.6640 - val_accuracy: 0.9609\n", | |
| "Epoch 10/30\n", | |
| "128/128 [==============================] - 27s 208ms/step - loss: 0.6625 - accuracy: 0.9486 - val_loss: 0.6635 - val_accuracy: 0.9584\n", | |
| "Epoch 11/30\n", | |
| "128/128 [==============================] - 27s 210ms/step - loss: 0.6642 - accuracy: 0.9459 - val_loss: 0.6639 - val_accuracy: 0.9549\n", | |
| "Epoch 12/30\n", | |
| "128/128 [==============================] - 27s 211ms/step - loss: 0.6626 - accuracy: 0.9470 - val_loss: 0.6632 - val_accuracy: 0.9573\n", | |
| "Epoch 13/30\n", | |
| "128/128 [==============================] - 27s 214ms/step - loss: 0.6639 - accuracy: 0.9486 - val_loss: 0.6626 - val_accuracy: 0.9592\n", | |
| "Epoch 14/30\n", | |
| "128/128 [==============================] - 27s 214ms/step - loss: 0.6616 - accuracy: 0.9470 - val_loss: 0.6623 - val_accuracy: 0.9592\n", | |
| "Epoch 15/30\n", | |
| "128/128 [==============================] - 28s 215ms/step - loss: 0.6629 - accuracy: 0.9464 - val_loss: 0.6621 - val_accuracy: 0.9619\n", | |
| "Epoch 16/30\n", | |
| "128/128 [==============================] - 27s 209ms/step - loss: 0.6629 - accuracy: 0.9487 - val_loss: 0.6624 - val_accuracy: 0.9606\n", | |
| "Epoch 17/30\n", | |
| "128/128 [==============================] - 27s 209ms/step - loss: 0.6623 - accuracy: 0.9485 - val_loss: 0.6625 - val_accuracy: 0.9627\n", | |
| "Epoch 18/30\n", | |
| "128/128 [==============================] - 27s 212ms/step - loss: 0.6627 - accuracy: 0.9482 - val_loss: 0.6626 - val_accuracy: 0.9586\n", | |
| "Epoch 19/30\n", | |
| "128/128 [==============================] - 27s 210ms/step - loss: 0.6619 - accuracy: 0.9482 - val_loss: 0.6623 - val_accuracy: 0.9611\n", | |
| "Epoch 20/30\n", | |
| "128/128 [==============================] - 27s 215ms/step - loss: 0.6624 - accuracy: 0.9502 - val_loss: 0.6621 - val_accuracy: 0.9612\n", | |
| "Epoch 21/30\n", | |
| "128/128 [==============================] - 27s 209ms/step - loss: 0.6617 - accuracy: 0.9499 - val_loss: 0.6629 - val_accuracy: 0.9618\n", | |
| "Epoch 22/30\n", | |
| "128/128 [==============================] - 27s 214ms/step - loss: 0.6619 - accuracy: 0.9479 - val_loss: 0.6618 - val_accuracy: 0.9621\n", | |
| "Epoch 23/30\n", | |
| "128/128 [==============================] - 27s 211ms/step - loss: 0.6625 - accuracy: 0.9505 - val_loss: 0.6619 - val_accuracy: 0.9628\n", | |
| "Epoch 24/30\n", | |
| "128/128 [==============================] - 27s 212ms/step - loss: 0.6616 - accuracy: 0.9492 - val_loss: 0.7301 - val_accuracy: 0.8264\n", | |
| "Epoch 25/30\n", | |
| "128/128 [==============================] - 27s 210ms/step - loss: 0.6624 - accuracy: 0.9505 - val_loss: 0.6625 - val_accuracy: 0.9614\n", | |
| "Epoch 26/30\n", | |
| "128/128 [==============================] - 27s 209ms/step - loss: 0.6617 - accuracy: 0.9497 - val_loss: 0.6619 - val_accuracy: 0.9621\n", | |
| "Epoch 27/30\n", | |
| "128/128 [==============================] - 27s 209ms/step - loss: 0.6625 - accuracy: 0.9518 - val_loss: 0.6619 - val_accuracy: 0.9640\n", | |
| "Epoch 28/30\n", | |
| "128/128 [==============================] - 27s 208ms/step - loss: 0.6619 - accuracy: 0.9499 - val_loss: 0.6620 - val_accuracy: 0.9640\n", | |
| "Epoch 29/30\n", | |
| "128/128 [==============================] - 27s 211ms/step - loss: 0.6622 - accuracy: 0.9497 - val_loss: 0.6621 - val_accuracy: 0.9640\n", | |
| "Epoch 30/30\n", | |
| "128/128 [==============================] - 27s 214ms/step - loss: 0.6609 - accuracy: 0.9509 - val_loss: 0.6617 - val_accuracy: 0.9641\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "wHuqEhy7kJ4S", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 35 | |
| }, | |
| "outputId": "6b7a5bda-b03f-45c9-dc7a-6aede9af7b67" | |
| }, | |
| "source": [ | |
| "images.shape" | |
| ], | |
| "execution_count": 20, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(4, 192, 256, 3)" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "execution_count": 20 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "5PY-9kz4f9ha", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 433 | |
| }, | |
| "outputId": "4161d990-3276-4802-bcb9-eba6ac436425" | |
| }, | |
| "source": [ | |
| "images, masks = next(test_generator)\n", | |
| "preds = model.predict(images)\n", | |
| "for i in range(4):\n", | |
| " plt.subplot(1,3,1)\n", | |
| " plt.title(\"input\")\n", | |
| " plt.imshow(images[i])\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.subplot(1,3,2)\n", | |
| " plt.title(\"GT\")\n", | |
| " plt.imshow(masks[i],cmap=\"gray\")\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.subplot(1,3,3)\n", | |
| " plt.title(\"prediction\")\n", | |
| " plt.imshow(preds[i,...,0],cmap=\"gray\")\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.show()" | |
| ], | |
| "execution_count": 23, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 3 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 3 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 3 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 3 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "a2a_Q6O80u9-", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "dScdge92EFHi", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| } | |
| ] | |
| } |
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