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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "name": "tomato_image_analysis_CNN_classification.ipynb", | |
| "provenance": [], | |
| "collapsed_sections": [ | |
| "lvqwHfFCO1Nb" | |
| ], | |
| "toc_visible": true | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3" | |
| }, | |
| "accelerator": "GPU" | |
| }, | |
| "cells": [ | |
| { | |
| "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\n", | |
| "import numpy as np\n", | |
| "from random import shuffle\n", | |
| "from concurrent import futures\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": null, | |
| "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": "aaaa0fd8-ecc5-4d64-bf19-ac4e8f075657" | |
| }, | |
| "source": [ | |
| "drive.mount('/content/drive')" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Go to this URL in a browser: xxxxxxxx\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": {} | |
| }, | |
| "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": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "P6SYORzePy4_", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "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": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "V7XbLDsEQ3eV", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 162 | |
| }, | |
| "outputId": "d15f49b2-ebe5-4048-db0d-12754a6747b0" | |
| }, | |
| "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 Classification 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": "oW9F3qI_Ox8r", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "#Prepare dataset folder for classification\n", | |
| "\n", | |
| "pardir = \"tomato_classification\"\n", | |
| "subset = [\"train\",\"test\"]\n", | |
| "subfolder = [\"1\",\"2\",\"3\",\"4\",\"5\",\"6\"]\n", | |
| "\n", | |
| "for st in subset:\n", | |
| " for sf in subfolder:\n", | |
| " os.makedirs(os.path.join(pardir,st,sf))" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "5AS83-mOvBvn", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 33 | |
| }, | |
| "outputId": "559e189e-2ff4-4cad-e8da-6b121d8a5237" | |
| }, | |
| "source": [ | |
| "len(os.listdir(\"tomato_classification/train/3\"))" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "1467" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "execution_count": 23 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "CH6suHLRT50k", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 103 | |
| }, | |
| "outputId": "8689c450-d1fd-49d8-85c4-0c7056aa8838" | |
| }, | |
| "source": [ | |
| "def crop_and_save(idx,sb,coco):\n", | |
| " annotation = coco.anns[idx]\n", | |
| " bbox = annotation[\"bbox\"]\n", | |
| " bbox = [int(x) for x in bbox]\n", | |
| "\n", | |
| " cat_id = annotation[\"category_id\"]\n", | |
| " img_info = coco.loadImgs(annotation[\"image_id\"])[0]\n", | |
| " file_name = img_info[\"file_name\"]\n", | |
| " box_id = annotation[\"id\"]\n", | |
| " path = \"laboro_tomato/\" + sb+\"/\" + file_name\n", | |
| "\n", | |
| " image = imread(path)\n", | |
| " subimage = image[bbox[1]:bbox[1]+bbox[2],bbox[0]:bbox[0]+bbox[3],:]\n", | |
| "\n", | |
| " path = os.path.join(pardir,sb,str(cat_id), os.path.splitext(file_name)[0]+ \"_\"+str(box_id)+\".jpg\") \n", | |
| " imsave(path,subimage)\n", | |
| "\n", | |
| "for coco,sb in zip([train_coco,test_coco],subset):\n", | |
| " future_list = []\n", | |
| " with futures.ThreadPoolExecutor(max_workers=4) as executor:\n", | |
| " for i, idx in enumerate(coco.anns):\n", | |
| " future = executor.submit(fn=crop_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:16: UserWarning: classification/train/6/IMG_20191215_112012_1_6261.jpg is a low contrast image\n", | |
| " app.launch_new_instance()\n" | |
| ], | |
| "name": "stderr" | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "____\n", | |
| "____\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "cipavmScVV4I", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "!zip -r tomato_classification.zip tomato_classification \n", | |
| "#now download the classification.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 classification.zip file using the above command, just do the following" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "uYV6RhJd-Bdo", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "PATH_TO_YOUR_CLASSIFICATION_ZIP = \"drive/My\\ Drive/share/tomato_classification.zip\" #change the pass to your uploaded one\n", | |
| "!unzip $PATH_TO_YOUR_CLASSIFICATION_ZIP 1>/dev/null" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "aEULvXOPQuU6", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Inspect the classification dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "2dlhEsRJkL77", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 854 | |
| }, | |
| "outputId": "fe2b292b-28a4-4f84-9069-efd61ebb5ee5" | |
| }, | |
| "source": [ | |
| "import glob\n", | |
| "for folder in [\"1\",\"2\",\"3\",\"4\",\"5\",\"6\"]:\n", | |
| " path = os.path.join(\"tomato_classification\",\"train\",folder)\n", | |
| " print(path)\n", | |
| " files = glob.glob(path+\"/*.jpg\")\n", | |
| " shuffle(files)\n", | |
| " files = files[:10]\n", | |
| " \n", | |
| " for i, file in enumerate(files,1):\n", | |
| " plt.subplot(1,10,i)\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.imshow(imread(file))\n", | |
| " plt.show()\n", | |
| "\n", | |
| "for folder in [\"1\",\"2\",\"3\",\"4\",\"5\",\"6\"]:\n", | |
| " path = os.path.join(\"tomato_classification\",\"test\",folder)\n", | |
| " print(path)\n", | |
| " files = glob.glob(path+\"/*.jpg\")\n", | |
| " shuffle(files)\n", | |
| " files = files[:10]\n", | |
| " \n", | |
| " for i, file in enumerate(files,1):\n", | |
| " plt.subplot(1,10,i)\n", | |
| " plt.axis(\"off\")\n", | |
| " plt.imshow(imread(file))\n", | |
| " plt.show()\n" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/train/1\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/train/2\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/train/3\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/train/4\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/train/5\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/train/6\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/test/1\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/test/2\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/test/3\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/test/4\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/test/5\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| }, | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "tomato_classification/test/6\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "inSc111kQZyS", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Solving the classification 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": 35 | |
| }, | |
| "outputId": "f3a04edc-9d9a-45ca-e96c-f4d8a3862689" | |
| }, | |
| "source": [ | |
| "from tensorflow import keras\n", | |
| "from keras.preprocessing.image import ImageDataGenerator\n", | |
| "from keras import layers\n", | |
| "from keras.models import Model\n", | |
| "from keras.applications.mobilenet_v2 import MobileNetV2\n", | |
| "from keras import callbacks\n", | |
| "import keras.backend as K\n", | |
| "\n", | |
| "from sklearn.utils import class_weight" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Using TensorFlow backend.\n" | |
| ], | |
| "name": "stderr" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "Nb2rFJyWXomV", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Prepare Dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "e7VomyBqAfNF", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "from keras.preprocessing.image import load_img, img_to_array\n", | |
| "from keras.utils.np_utils import to_categorical\n", | |
| "from sklearn.model_selection import train_test_split" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "bPnji_KgAu94", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "x,y = [], []\n", | |
| "path = \"classification/train\"\n", | |
| "for i,folder in enumerate(sorted(os.listdir(path))):\n", | |
| " files = os.listdir(os.path.join(path,folder))\n", | |
| " for file in files:\n", | |
| " image = img_to_array(load_img(os.path.join(path,folder,file),target_size=(160,160)))\n", | |
| " x.append(image)\n", | |
| " y.append(i)\n", | |
| "\n", | |
| "x = np.array(x)/255\n", | |
| "y = to_categorical(np.array(y))\n", | |
| "\n", | |
| "(x_train, x_val,y_train, y_val) = train_test_split(x, y, test_size=0.3, random_state=0,stratify=y)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "xblzH6qADhCn", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "x_test,y_test = [], []\n", | |
| "\n", | |
| "path = \"classification/test\"\n", | |
| "for i,folder in enumerate(sorted(os.listdir(path))):\n", | |
| " files = os.listdir(os.path.join(path,folder))\n", | |
| " for file in files:\n", | |
| " image = img_to_array(load_img(os.path.join(path,folder,file),target_size=(160,160)))\n", | |
| " x_test.append(image)\n", | |
| " y_test.append(i)\n", | |
| "\n", | |
| "x_test = np.array(x_test)/255\n", | |
| "y_test = to_categorical(np.array(y_test))" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "j2dctkQFCh8J", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 52 | |
| }, | |
| "outputId": "ad44812d-8997-4d7a-e4d0-bac1d481f6a4" | |
| }, | |
| "source": [ | |
| "print(np.unique(np.argmax(y_train,axis=-1),return_counts=True))\n", | |
| "\n", | |
| "class_weights = class_weight.compute_class_weight('balanced',\n", | |
| " np.unique(np.argmax(y_train,axis=-1)),\n", | |
| " np.argmax(y_train,axis=-1))\n", | |
| "\n", | |
| "print(class_weights)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "(array([0, 1, 2, 3, 4, 5]), array([ 243, 364, 1027, 687, 558, 2567]))\n", | |
| "[3.73525377 2.49358974 0.88380396 1.3212033 1.62664277 0.35359044]\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "SLb4ubNsan_I", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Prepare NN model" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "LkSQr5dCUDpF", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 72 | |
| }, | |
| "outputId": "5d13997a-5a49-44f2-9a53-cc246efc0de5" | |
| }, | |
| "source": [ | |
| "K.clear_session()\n", | |
| "\n", | |
| "base = MobileNetV2(weights=\"imagenet\",input_shape=(160,160,3),include_top=False)\n", | |
| "l = base.output\n", | |
| "l = layers.GlobalAveragePooling2D()(l)\n", | |
| "l = layers.Dense(512,activation=\"relu\")(l)\n", | |
| "l = layers.BatchNormalization()(l)\n", | |
| "l = layers.Dense(6, activation=\"softmax\",name=\"predictions\")(l)\n", | |
| "\n", | |
| "model = Model(inputs=base.input,outputs=l)\n", | |
| "\n", | |
| "model.compile(loss=\"categorical_crossentropy\",metrics=[\"acc\"],optimizer=\"sgd\")" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Downloading data from https://github.com/JonathanCMitchell/mobilenet_v2_keras/releases/download/v1.1/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_160_no_top.h5\n", | |
| "9412608/9406464 [==============================] - 2s 0us/step\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "nZbYAAExC0Z-", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "VtN4T5yjcVqB", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## Train" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "ybIa8eI7ckPC", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "es = callbacks.EarlyStopping(patience=8,restore_best_weights=True)\n", | |
| "ckpt = callbacks.ModelCheckpoint(\"weights.hdf5\",save_best_only=True)" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "VdWMU-rBC2Ol", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 832 | |
| }, | |
| "outputId": "88522545-04d3-4ef0-9f72-ee98abb271f7" | |
| }, | |
| "source": [ | |
| "model.fit(\n", | |
| " x_train,y_train,batch_size=32,epochs=30,callbacks=[es,ckpt],\n", | |
| " validation_data=(x_val,y_val),\n", | |
| " class_weight=class_weights\n", | |
| ")" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Train on 5446 samples, validate on 2335 samples\n", | |
| "Epoch 1/30\n", | |
| "5446/5446 [==============================] - 59s 11ms/step - loss: 0.9607 - acc: 0.6678 - val_loss: 1.5679 - val_acc: 0.3884\n", | |
| "Epoch 2/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.5271 - acc: 0.8044 - val_loss: 1.4848 - val_acc: 0.4634\n", | |
| "Epoch 3/30\n", | |
| "5446/5446 [==============================] - 41s 7ms/step - loss: 0.3354 - acc: 0.8733 - val_loss: 1.2526 - val_acc: 0.5452\n", | |
| "Epoch 4/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.2131 - acc: 0.9214 - val_loss: 1.5821 - val_acc: 0.4073\n", | |
| "Epoch 5/30\n", | |
| "5446/5446 [==============================] - 41s 7ms/step - loss: 0.1392 - acc: 0.9524 - val_loss: 2.0315 - val_acc: 0.3666\n", | |
| "Epoch 6/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.1158 - acc: 0.9618 - val_loss: 1.6459 - val_acc: 0.4561\n", | |
| "Epoch 7/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0849 - acc: 0.9725 - val_loss: 1.3583 - val_acc: 0.6060\n", | |
| "Epoch 8/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0712 - acc: 0.9781 - val_loss: 1.8159 - val_acc: 0.5872\n", | |
| "Epoch 9/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0528 - acc: 0.9853 - val_loss: 1.8030 - val_acc: 0.5606\n", | |
| "Epoch 10/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0571 - acc: 0.9849 - val_loss: 1.8306 - val_acc: 0.5773\n", | |
| "Epoch 11/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0521 - acc: 0.9833 - val_loss: 1.1490 - val_acc: 0.6934\n", | |
| "Epoch 12/30\n", | |
| "5446/5446 [==============================] - 41s 7ms/step - loss: 0.0342 - acc: 0.9906 - val_loss: 0.8708 - val_acc: 0.7456\n", | |
| "Epoch 13/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0391 - acc: 0.9884 - val_loss: 0.6856 - val_acc: 0.7983\n", | |
| "Epoch 14/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0233 - acc: 0.9939 - val_loss: 0.6485 - val_acc: 0.8060\n", | |
| "Epoch 15/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0222 - acc: 0.9954 - val_loss: 2.7948 - val_acc: 0.5846\n", | |
| "Epoch 16/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0843 - acc: 0.9739 - val_loss: 1.1035 - val_acc: 0.7186\n", | |
| "Epoch 17/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0453 - acc: 0.9857 - val_loss: 0.7568 - val_acc: 0.7872\n", | |
| "Epoch 18/30\n", | |
| "5446/5446 [==============================] - 41s 7ms/step - loss: 0.0282 - acc: 0.9919 - val_loss: 0.8285 - val_acc: 0.7769\n", | |
| "Epoch 19/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0312 - acc: 0.9910 - val_loss: 0.8899 - val_acc: 0.7739\n", | |
| "Epoch 20/30\n", | |
| "5446/5446 [==============================] - 41s 7ms/step - loss: 0.0358 - acc: 0.9884 - val_loss: 0.6901 - val_acc: 0.8111\n", | |
| "Epoch 21/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0209 - acc: 0.9934 - val_loss: 1.2978 - val_acc: 0.6989\n", | |
| "Epoch 22/30\n", | |
| "5446/5446 [==============================] - 41s 8ms/step - loss: 0.0228 - acc: 0.9950 - val_loss: 2.0535 - val_acc: 0.5996\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "<keras.callbacks.callbacks.History at 0x7f49c7f3fe48>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "execution_count": 14 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "KlYT8FqSECWu", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 52 | |
| }, | |
| "outputId": "a509deee-203b-48e8-c02e-1bb2526e733e" | |
| }, | |
| "source": [ | |
| "model.evaluate(x_test,y_test) #result is formated as [categorical crossentropy loss, accuracy]" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "1996/1996 [==============================] - 3s 2ms/step\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "[0.644269336978037, 0.8006011843681335]" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [] | |
| }, | |
| "execution_count": 16 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "1XZK3_o7-PS3", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "#scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html\n", | |
| "import itertools\n", | |
| "def plot_confusion_matrix(cm, classes, normalize=False, title='Confusion matrix', cmap=plt.cm.Blues):\n", | |
| " \"\"\"\n", | |
| " This function prints and plots the confusion matrix.\n", | |
| " Normalization can be applied by setting `normalize=True`.\n", | |
| " \"\"\"\n", | |
| " if normalize:\n", | |
| " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", | |
| " print(\"Normalized confusion matrix\")\n", | |
| " else:\n", | |
| " print('Confusion matrix, without normalization')\n", | |
| " print(cm)\n", | |
| " plt.imshow(cm, interpolation='nearest', cmap=cmap)\n", | |
| " plt.title(title)\n", | |
| " plt.colorbar()\n", | |
| " tick_marks = np.arange(len(classes))\n", | |
| " plt.xticks(tick_marks, classes, rotation=45)\n", | |
| " plt.yticks(tick_marks, classes)\n", | |
| " fmt = '.2f' if normalize else 'd'\n", | |
| " thresh = cm.max() / 2.\n", | |
| " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", | |
| " plt.text(j, i, format(cm[i, j], fmt),\n", | |
| " horizontalalignment=\"center\",\n", | |
| " color=\"white\" if cm[i, j] > thresh else \"black\")\n", | |
| " plt.tight_layout()\n", | |
| " plt.ylabel('True label')\n", | |
| " plt.xlabel('Predicted label')" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "ccYQAQ2z3ozg", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 432 | |
| }, | |
| "outputId": "c34a52c4-1318-4c6a-bd0f-912afb3ea6e7" | |
| }, | |
| "source": [ | |
| "from sklearn.metrics import confusion_matrix\n", | |
| "\n", | |
| "Y_pred = model.predict(x_test)\n", | |
| "y_pred = np.argmax(Y_pred, axis=1)\n", | |
| "plot_confusion_matrix(confusion_matrix(np.argmax(y_test,axis=-1), y_pred),[\"big_fully_ripened\",\"big_half_ripened\",\"big_green\",\"l_fully_ripened\",\"l_half_ripened\",\"l_green\"],normalize=True, )" | |
| ], | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "Normalized confusion matrix\n", | |
| "[[0.51388889 0.40277778 0.04166667 0.04166667 0. 0. ]\n", | |
| " [0.14655172 0.68103448 0.11206897 0.00862069 0.01724138 0.03448276]\n", | |
| " [0. 0.01033592 0.82945736 0. 0. 0.16020672]\n", | |
| " [0.05947955 0.05947955 0.01115242 0.75092937 0.0929368 0.0260223 ]\n", | |
| " [0.01345291 0.07174888 0.04035874 0.26457399 0.44394619 0.16591928]\n", | |
| " [0.00107643 0.00322928 0.05920344 0.00430571 0.00645856 0.92572659]]\n" | |
| ], | |
| "name": "stdout" | |
| }, | |
| { | |
| "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": "code", | |
| "metadata": { | |
| "id": "a2a_Q6O80u9-", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "" | |
| ], | |
| "execution_count": null, | |
| "outputs": [] | |
| } | |
| ] | |
| } |
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