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@tok41
Created May 22, 2018 14:31
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 目的\n",
"- チョコボール数検出のモデルのテスト"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"import os\n",
"import glob\n",
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"from chainercv.utils import read_image\n",
"from chainercv.visualizations import vis_bbox\n",
"from chainercv.links import FasterRCNNVGG16\n",
"\n",
"import create_bbox_data as bbox"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"HOME = './'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# データロード"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 画像データのロード"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"145\n"
]
}
],
"source": [
"data_dir = os.path.join(HOME, 'data/res_images')\n",
"img_files = glob.glob(os.path.join(data_dir, '*.JPG'))\n",
"print(len(img_files))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"img_list = list()\n",
"for img_file in img_files:\n",
" img = Image.open(img_file)\n",
" img_arr = np.asarray(img).transpose(2,0,1).astype(np.float32) # Chainer入力用にarrayを変換\n",
" img_list.append(img_arr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## クラスラベル"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['choco-ball', 'choco-package']\n"
]
}
],
"source": [
"file_classes = os.path.join(HOME, 'data/classes.txt')\n",
"classes = bbox.getClasses(file_classes)\n",
"print(classes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## モデルファイルのセット"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<chainercv.links.model.faster_rcnn.faster_rcnn_vgg.FasterRCNNVGG16 at 0x7f2f52e88518>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pretrain_model = 'out/snapshot_model.npz'\n",
"\n",
"model_frcnn = FasterRCNNVGG16(n_fg_class=len(classes),\n",
" pretrained_model=pretrain_model)\n",
"model_frcnn.to_gpu()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 物体検出"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"detected choco-ball : 14\n"
]
}
],
"source": [
"bboxes, labels, scores = model_frcnn.predict([img_list[0]])\n",
"\n",
"fig = plt.figure(figsize=(12, 4))\n",
"ax = fig.subplots(1,2)\n",
"vis_bbox(img_list[0], bboxes[0], labels[0], ax=ax[0])\n",
"vis_bbox(img_list[0], bboxes[0], labels[0], scores[0], label_names=classes, ax=ax[1])\n",
"plt.show()\n",
"print(\"detected choco-ball : \", np.sum(labels[0] == 0))"
]
},
{
"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": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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