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@tok41
Created May 21, 2018 14:26
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 目的\n",
"- pascal VOC形式のxmlファイルで作ったアノテーションデータをnumpy.arrayに変換する\n",
"- データ元はjpeg画像とlabelImgで作ったアノテーションデータ(xmlファイル)\n",
" - https://github.com/tzutalin/labelImg\n",
"\n",
"## required\n",
"- xmltodict\n",
"```\n",
"$ pip install xmltodict\n",
"```\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"\n",
"import glob\n",
"import os\n",
"import cv2\n",
"from PIL import Image\n",
"\n",
"import xmltodict"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Global Variables"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"classes_file = 'data/classes.txt'\n",
"data_dir = 'data'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# カテゴリ\n",
"- 分類対象のクラスリスト\n",
"- 1行にクラス名称が書かれたテキストファイルを読む"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['choco-ball', 'choco-package']\n"
]
}
],
"source": [
"# カテゴリファイル\n",
"classes = list()\n",
"with open(classes_file) as fd:\n",
" for one_line in fd.readlines():\n",
" cl = one_line.split('\\n')[0]\n",
" classes.append(cl)\n",
"print(classes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# BBoxデータセットを作る"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def getBBoxData(anno_file, classes, data_dir):\n",
" \"\"\"\n",
" read and parse annotation file(Pascal VOC like XML)\n",
" Args:\n",
" anno_file : file path of annotation file (Pascal VOC like XML)\n",
" classes : list of classes ([class1(str), class2, ...])\n",
" data_dir : data directory path\n",
" Returns:\n",
" dictionaly{img, img_arr, bboxs, obj_names, obj_ids}\n",
" img : image data (PIL object)\n",
" img_arr : image data (nimpy array, [channel, height, width])\n",
" \"\"\"\n",
" # xmlファイルのパース\n",
" with open(anno_file) as fd:\n",
" pars = xmltodict.parse(fd.read())\n",
" ann_data = pars['annotation']\n",
" # read image\n",
" img = Image.open(os.path.join(data_dir, ann_data['filename']))\n",
" img_arr = np.asarray(img).transpose(2,0,1).astype(np.float32) # Chainer入力用にarrayを変換\n",
" # BoundingBoxとクラス名を読む\n",
" bbox_list = list()\n",
" obj_names = list()\n",
" for obj in ann_data['object']:\n",
" bbox_list.append([obj['bndbox']['ymin'], obj['bndbox']['xmin'], obj['bndbox']['ymax'], obj['bndbox']['xmax']])\n",
" obj_names.append(obj['name'])\n",
" bboxs = np.array(bbox_list, dtype=np.float32)\n",
" obj_names = np.array(obj_names)\n",
" obj_ids = np.array(list(map(lambda x:classes.index(x), obj_names)), dtype=np.int32)\n",
" return {'img':img, 'img_arr':img_arr, 'bboxs':bboxs, 'obj_names':obj_names, 'obj_ids':obj_ids}\n",
"\n",
"##\n",
"#ret = getBBoxData(anno_file=anno_files[0], classes=classes, data_dir=data_dir)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# データディレクトリを引数にして、ディレクトリ内のxmlファイルを読んでデータセットを作成する\n",
"# xmlファイルとimageファイルは同じディレクトリ内に配置してある想定\n",
"def getBBoxDataSet(data_dir, classes):\n",
" \"\"\"\n",
" Args:\n",
" classes : list of classes ([class1(str), class2, ...])\n",
" data_dir : data directory path\n",
" Returns:\n",
" imgs : image data set ([N, channel, height, width])\n",
" bboxs : list of bounding box [np.array([ymin, xmin, ymax, xmax],[], ...), (), ...]\n",
" obj_ids : object id [np.array([obj_id, ...]), (), ...]\n",
" \"\"\"\n",
" # get annotetion file list\n",
" anno_files = glob.glob(os.path.join(data_dir, '*.xml'))\n",
" # \n",
" img_list = list()\n",
" bboxs = list()\n",
" obj_ids = list()\n",
" for ann_file in anno_files:\n",
" ret = getBBoxData(anno_file=ann_file, classes=classes, data_dir=data_dir)\n",
" img_list.append(ret['img_arr'])\n",
" bboxs.append(ret['bboxs'])\n",
" obj_ids.append(ret['obj_ids'])\n",
" imgs = np.array(img_list)\n",
" return (imgs, bboxs, obj_ids)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"## データセット作成\n",
"imgs, bboxs, obj_ids = getBBoxDataSet(data_dir=data_dir, classes=classes)\n",
"\n",
"## save\n",
"np.save(os.path.join(data_dir, 'images.npy'), imgs)\n",
"np.save(os.path.join(data_dir, 'bounding_box_data.npy'), bboxs)\n",
"np.save(os.path.join(data_dir, 'object_ids.npy'), obj_ids)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(4, 3, 302, 403)\n",
"4\n",
"4\n"
]
}
],
"source": [
"print(imgs.shape)\n",
"print(len(bboxs))\n",
"print(len(obj_ids))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ChainerCVを使ってデータの確認\n",
"- アノテーションデータの確認"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from chainercv.chainer_experimental.datasets.sliceable import TupleDataset\n",
"from chainercv.visualizations import vis_bbox"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"dataset = TupleDataset(('img', imgs), ('bbox', bboxs), ('label', obj_ids))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tmp_img, tmp_bboxs, tmp_labels = dataset[0]\n",
"#vis_bbox(tmp_img, tmp_bboxs, tmp_labels, label_names=classes)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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