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@tok41
Created May 22, 2018 14:32
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 目的\n",
"- チョコボールを認識する\n",
"- ChainerCV利用"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"import os\n",
"import numpy as np\n",
"\n",
"import chainer\n",
"import random\n",
"\n",
"from chainercv.chainer_experimental.datasets.sliceable import TupleDataset\n",
"from chainercv.links import FasterRCNNVGG16\n",
"from chainercv.links.model.faster_rcnn import FasterRCNNTrainChain\n",
"from chainer.datasets import TransformDataset\n",
"from chainercv import transforms\n",
"from chainer import training\n",
"from chainer.training import extensions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import create_bbox_data as bbox"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"HOME = './'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# BoundingBoxDataSet"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"data_dir = os.path.join(HOME, 'data/res_images')\n",
"\n",
"file_img_set = os.path.join(data_dir, 'images.npy')\n",
"file_bbox_set = os.path.join(data_dir, 'bounding_box_data.npy')\n",
"file_object_ids = os.path.join(data_dir, 'object_ids.npy')\n",
"\n",
"file_classes = os.path.join(data_dir, 'classes.txt')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"imgs = np.load(file_img_set)\n",
"bboxs = np.load(file_bbox_set)\n",
"objectIDs = np.load(file_object_ids)\n",
"classes = bbox.getClasses(file_classes)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(22, 3, 302, 402)\n",
"['choco-ball', 'choco-package']\n"
]
}
],
"source": [
"print(imgs.shape)\n",
"print(classes)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('img', 'bbox', 'label')\n",
"22\n"
]
}
],
"source": [
"dataset = TupleDataset(('img', imgs), ('bbox', bboxs), ('label', objectIDs))\n",
"print(dataset.keys)\n",
"print(len(dataset))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total:22, train:17, test:5\n"
]
}
],
"source": [
"N = len(dataset)\n",
"N_train = (int)(N*0.8)\n",
"N_test = N - N_train\n",
"print('total:{}, train:{}, test:{}'.format(N, N_train, N_test))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# load Faster R-CNN Model"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"faster_rcnn = FasterRCNNVGG16(n_fg_class=len(classes), \n",
" pretrained_model='imagenet')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# プリセットされた閾値を使用する\n",
"faster_rcnn.use_preset('evaluate')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Set Chain"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"gpu_id = 0"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<chainercv.links.model.faster_rcnn.faster_rcnn_train_chain.FasterRCNNTrainChain at 0x7f52e5189588>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = FasterRCNNTrainChain(faster_rcnn)\n",
"chainer.cuda.get_device_from_id(gpu_id).use()\n",
"model.to_gpu()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optimizer"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"optimizer = chainer.optimizers.MomentumSGD(lr=0.001, momentum=0.9)\n",
"optimizer.setup(model)\n",
"optimizer.add_hook(chainer.optimizer_hooks.WeightDecay(rate=0.0005))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# set data"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"class Transform(object):\n",
"\n",
" def __init__(self, faster_rcnn):\n",
" self.faster_rcnn = faster_rcnn\n",
"\n",
" def __call__(self, in_data):\n",
" img, bbox, label = in_data\n",
" _, H, W = img.shape\n",
" img = self.faster_rcnn.prepare(img)\n",
" _, o_H, o_W = img.shape\n",
" scale = o_H / H\n",
" bbox = transforms.resize_bbox(bbox, (H, W), (o_H, o_W))\n",
"\n",
" # horizontally flip\n",
" img, params = transforms.random_flip(\n",
" img, x_random=True, return_param=True)\n",
" bbox = transforms.flip_bbox(\n",
" bbox, (o_H, o_W), x_flip=params['x_flip'])\n",
"\n",
" return img, bbox, label, scale"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"## データの分割\n",
"idxs = list(np.arange(N))\n",
"random.shuffle(idxs)\n",
"train_idxs = idxs[:N_train]\n",
"test_idxs = idxs[N_train:]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"train_data = TransformDataset(dataset[train_idxs], Transform(faster_rcnn))\n",
"train_iter = chainer.iterators.SerialIterator(\n",
" train_data, batch_size=1)\n",
"test_iter = chainer.iterators.SerialIterator(\n",
" dataset[test_idxs], batch_size=1, repeat=False, shuffle=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 学習の設定"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"updater = chainer.training.updaters.StandardUpdater(\n",
" train_iter, optimizer, device=gpu_id)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"n_epoch = 20\n",
"out_dir = './out'\n",
"trainer = training.Trainer(\n",
" updater, (n_epoch, 'epoch'), out=out_dir)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"step_size = 100 # 学習係数減少の間隔\n",
"\n",
"trainer.extend(\n",
" extensions.snapshot_object(model.faster_rcnn, 'snapshot_model.npz'),\n",
" trigger=(n_epoch, 'epoch')) # モデルの出力. 出力タイミングは最後に指定(n_epoch毎に出力なので)\n",
"trainer.extend(extensions.ExponentialShift('lr', 0.1),\n",
" trigger=(step_size, 'iteration')) # 学習係数”lr”を減少させる"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"log_interval = 1, 'epoch'\n",
"plot_interval = 1, 'epoch'\n",
"print_interval = 1, 'epoch'"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"code_folding": []
},
"outputs": [],
"source": [
"trainer.extend(chainer.training.extensions.observe_lr(),\n",
" trigger=log_interval) # LearningRateの記録\n",
"\n",
"trainer.extend(extensions.LogReport(trigger=log_interval)) # trainerの経過状況をファイルに書き出す\n",
"\n",
"trainer.extend(extensions.PrintReport(\n",
" ['iteration', 'epoch', 'elapsed_time', 'lr',\n",
" 'main/loss',\n",
" 'main/roi_loc_loss',\n",
" 'main/roi_cls_loss',\n",
" 'main/rpn_loc_loss',\n",
" 'main/rpn_cls_loss',\n",
" 'validation/main/map',\n",
" ]), trigger=print_interval)\n",
"# trainer.extend(extensions.ProgressBar(update_interval=10))\n",
"\n",
"trainer.extend(\n",
" extensions.PlotReport(\n",
" ['main/loss'],\n",
" file_name='loss.png', trigger=plot_interval\n",
" ),\n",
" trigger=plot_interval\n",
") # ログの可視化\n",
"\n",
"trainer.extend(extensions.dump_graph('main/loss'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"iteration epoch elapsed_time lr main/loss main/roi_loc_loss main/roi_cls_loss main/rpn_loc_loss main/rpn_cls_loss validation/main/map\n",
"\u001b[J17 1 11.3644 0.001 2.06074 0.492982 0.539767 0.402829 0.625165 \n",
"\u001b[J34 2 17.1907 0.001 1.63512 0.554337 0.386924 0.26327 0.430586 \n",
"\u001b[J51 3 22.7854 0.001 1.30619 0.518848 0.306362 0.192227 0.288749 \n",
"\u001b[J68 4 28.3852 0.001 1.12544 0.465785 0.253314 0.161171 0.245168 \n",
"\u001b[J85 5 34.0006 0.001 1.06281 0.475193 0.198875 0.16635 0.222388 \n",
"\u001b[J102 6 39.6534 0.0001 1.06207 0.465066 0.211443 0.174696 0.210869 \n",
"\u001b[J119 7 45.2677 0.0001 1.06332 0.416623 0.237349 0.187422 0.221928 \n",
"\u001b[J136 8 50.8686 0.0001 0.93284 0.392984 0.161641 0.164498 0.213717 \n",
"\u001b[J153 9 56.5141 0.0001 0.843294 0.365199 0.140415 0.135702 0.201978 \n",
"\u001b[J170 10 62.1831 0.0001 0.814608 0.353432 0.141034 0.121573 0.198568 \n",
"\u001b[J187 11 68.0249 0.0001 0.779436 0.334738 0.136409 0.112818 0.19547 \n",
"\u001b[J204 12 73.8704 1e-05 0.773266 0.339125 0.142022 0.106964 0.185156 \n",
"\u001b[J221 13 79.6007 1e-05 0.737098 0.323484 0.132776 0.110478 0.170359 \n",
"\u001b[J238 14 85.295 1e-05 0.768285 0.343633 0.139089 0.108462 0.177101 \n",
"\u001b[J255 15 91.003 1e-05 0.752373 0.335959 0.129121 0.102452 0.184841 \n",
"\u001b[J272 16 96.7795 1e-05 0.762526 0.33867 0.139984 0.0995149 0.184357 \n",
"\u001b[J289 17 102.531 1e-05 0.775712 0.342697 0.13211 0.104672 0.196234 \n",
"\u001b[J306 18 108.507 1e-06 0.739188 0.332898 0.130938 0.102917 0.172436 \n",
"\u001b[J323 19 114.252 1e-06 0.742478 0.336337 0.130203 0.0994956 0.176442 \n",
"\u001b[J340 20 119.892 1e-06 0.753677 0.336256 0.135068 0.0982606 0.184092 \n"
]
}
],
"source": [
"trainer.run()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(filename='out/loss.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Evaluate\n",
"- Testデータを入力し、チョコボール数を評価"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"from chainercv.visualizations import vis_bbox"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"test_dataset = dataset[test_idxs]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<chainercv.links.model.faster_rcnn.faster_rcnn_vgg.FasterRCNNVGG16 at 0x7f52fa0155c0>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 学習したモデルを呼び直す\n",
"pretrain_model = 'out/snapshot_model.npz'\n",
"model_frcnn = FasterRCNNVGG16(n_fg_class=len(classes),\n",
" pretrained_model=pretrain_model)\n",
"model_frcnn.to_gpu()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"detected choco-ball : 18 , true_chocoball_num : 19\n",
"detected choco-ball : 15 , true_chocoball_num : 15\n",
"detected choco-ball : 15 , true_chocoball_num : 17\n",
"detected choco-ball : 17 , true_chocoball_num : 17\n",
"detected choco-ball : 16 , true_chocoball_num : 16\n",
"MSE : 1.0\n"
]
}
],
"source": [
"pred_list = list()\n",
"diff_list = list()\n",
"for test_data in test_dataset:\n",
" img = test_data[0]\n",
" tr_labels = test_data[2]\n",
" bboxes, labels, scores = model_frcnn.predict([img])\n",
" pred_list.append((img, bboxes[0], labels[0], scores[0]))\n",
" print(\"detected choco-ball : \", np.sum(labels[0] == 0), \", true_chocoball_num : \", np.sum(tr_labels ==0))\n",
" diff_list.append(np.sum(tr_labels ==0) - np.sum(labels[0] == 0))\n",
"print(\"MSE : \", np.dot(np.array(diff_list), np.array(diff_list)) / float(len(diff_list)))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"res = random.choice(pred_list) #pred_list[0]\n",
"fig = plt.figure(figsize=(12, 4))\n",
"ax = fig.subplots(1,2)\n",
"vis_bbox(res[0], res[1], res[2], ax=ax[0])\n",
"vis_bbox(res[0], res[1], res[2], res[3], label_names=classes, ax=ax[1])\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": {
"height": "calc(100% - 180px)",
"left": "10px",
"top": "150px",
"width": "238px"
},
"toc_section_display": true,
"toc_window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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