mirror of
https://github.com/ZhangXinNan/DL-with-Python-and-PyTorch2.git
synced 2025-10-21 15:53:45 +08:00
735 lines
653 KiB
Plaintext
735 lines
653 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 9.1目标检测及主要挑战"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 9.1.1 边界框的表示"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"import numpy as np\n",
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"import torch\n",
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"from utils.config import Config\n",
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"from utils.data import Dataset\n",
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"from utils.data import vis\n",
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"\n",
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"from matplotlib import pyplot as plt\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"img = plt.imread('../data/cat-dog.jpg')\n",
|
||
"plt.imshow(img);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 边界框"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def box_2p_to_center(boxes):\n",
|
||
" \"\"\"从(左上,右下)转换到(中间,宽度,高度)\"\"\"\n",
|
||
" x1, y1, x2, y2 = boxes[:, 0], boxes[:, 1], boxes[:, 2], boxes[:, 3]\n",
|
||
" cx = (x1 + x2) / 2\n",
|
||
" cy = (y1 + y2) / 2\n",
|
||
" w = x2 - x1\n",
|
||
" h = y2 - y1\n",
|
||
" boxes = torch.stack((cx, cy, w, h), axis=-1)\n",
|
||
" return boxes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# bbox是边界框的英文缩写\n",
|
||
"dog_bbox, cat_bbox,bak_bbox = [9.0, 16.0, 374.0, 430.0], [378.0, 86.0, 625.0, 447.0],[349.0, 17.0, 435.0, 71.0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def box_center_to_2p(boxes):\n",
|
||
" \"\"\"从(中间,宽度,高度)转换到(左上,右下)\"\"\"\n",
|
||
" cx, cy, w, h = boxes[:, 0], boxes[:, 1], boxes[:, 2], boxes[:, 3]\n",
|
||
" x1 = cx - w/2\n",
|
||
" y1 = cy - h/2\n",
|
||
" x2 = cx + w/2\n",
|
||
" y2 = cy + h/2\n",
|
||
" boxes = torch.stack((x1, y1, x2, y2), axis=-1)\n",
|
||
" return boxes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"tensor([[True, True, True, True],\n",
|
||
" [True, True, True, True],\n",
|
||
" [True, True, True, True]])"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"boxes = torch.tensor((dog_bbox, cat_bbox,bak_bbox))\n",
|
||
"box_center_to_2p(box_2p_to_center(boxes)) == boxes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def bbox_to_rect(bbox, color):\n",
|
||
" # 把坐标转换矩形宽\n",
|
||
" return plt.Rectangle(\n",
|
||
" xy=(bbox[0], bbox[1]), width=bbox[2]-bbox[0], height=bbox[3]-bbox[1],\n",
|
||
" fill=False, edgecolor=color, linewidth=2)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.imshow(img)\n",
|
||
"fig.axes.add_patch(bbox_to_rect(dog_bbox, 'yellow'))\n",
|
||
"fig.axes.add_patch(bbox_to_rect(bak_bbox, 'red'))\n",
|
||
"fig.axes.add_patch(bbox_to_rect(cat_bbox, 'blue'));"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 9.1.2 手工标注图像的真实值"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"实际上,目标检测也是有监督学习。所以,在训练前,我们需要用到图像的真实值(Ground Truth),如何手工制作图像的真实值?这里我们以图8-3为例展开介绍。手工标注图像的真实值,就需要确定图像中各具体类别的边界宽的左上坐标和右下坐标,并把这些信息存放在xml文件中,然后在相关的配置文件中添加该文件的序号,以便进行训练。具体文件及存放目录等信息如下: \n",
|
||
"1)原图像存放在VOC2007/JPEGImages目录下,这里假设图像文件名称为000001.jpg \n",
|
||
"2)xml存放路径。新\t生成的xml文件名称为000001.xml,存放在VOC2007/Annotations/目录下,主要内容如下:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"<annotation>\n",
|
||
"\t<folder>VOC2007</folder>\n",
|
||
"\t<filename>000001.jpg</filename>\n",
|
||
"\t<source>\n",
|
||
"\t\t<database>The VOC2007 Database</database>\n",
|
||
"\t\t<annotation>PASCAL VOC2007</annotation>\n",
|
||
"\t\t<image>flickr</image>\n",
|
||
"\t\t<flickrid>325443404</flickrid>\n",
|
||
"\t</source>\n",
|
||
"\t<owner>\n",
|
||
"\t\t<flickrid>autox4u</flickrid>\n",
|
||
"\t\t<name>Perry Aidelbaum</name>\n",
|
||
"\t</owner>\n",
|
||
"\t<size>\n",
|
||
"\t\t<width>640</width>\n",
|
||
"\t\t<height>466</height>\n",
|
||
"\t\t<depth>3</depth>\n",
|
||
"\t</size>\n",
|
||
"\t<segmented>0</segmented>\n",
|
||
"\t<object>\n",
|
||
"\t\t<name>dog</name>\n",
|
||
"\t\t<pose>Right</pose>\n",
|
||
"\t\t<truncated>0</truncated>\n",
|
||
"\t\t<difficult>0</difficult>\n",
|
||
"\t\t<bndbox>\n",
|
||
"\t\t\t<xmin>9</xmin>\n",
|
||
"\t\t\t<ymin>16</ymin>\n",
|
||
"\t\t\t<xmax>374</xmax>\n",
|
||
"\t\t\t<ymax>430</ymax>\n",
|
||
"\t\t</bndbox>\n",
|
||
"\t</object>\n",
|
||
"\t<object>\n",
|
||
"\t\t<name>cat</name>\n",
|
||
"\t\t<pose>Left</pose>\n",
|
||
"\t\t<truncated>0</truncated>\n",
|
||
"\t\t<difficult>0</difficult>\n",
|
||
"\t\t<bndbox>\n",
|
||
"\t\t\t<xmin>378</xmin>\n",
|
||
"\t\t\t<ymin>86</ymin>\n",
|
||
"\t\t\t<xmax>625</xmax>\n",
|
||
"\t\t\t<ymax>447</ymax>\n",
|
||
"\t\t</bndbox>\n",
|
||
"\t</object>\t\n",
|
||
"</annotation>\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"3)修改涉及训练的相关文件。为说明图像中具体类别,需要修改ImageSets目录下的两个文件,因图像中有dog和cat故需要修改两个文件。\n",
|
||
"- 说明文件将参与训练。 \n",
|
||
"(1)修改了目录VOC2007\\ImageSets\\Layout下的trainval文件,添加一条记录(xml文件名称):000001。 \n",
|
||
"(2)修改了目录VOC2007\\ImageSets\\Main下的trainval文件,添加一条记录:000001。 \n",
|
||
"- 说明图像中具体类别。 \n",
|
||
"(1)修改了VOC2007\\ImageSets\\Main目录下的两个文件:cat_trainval和dog_trainval,分别添加一条记录:000001 0。 \n",
|
||
"以下是用具体代码展示图像的真实值。\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 读取配置信息\n",
|
||
"\n",
|
||
"### <font color=blue>注意:读者需要根据自己环境,修改配置当前目录下的配置文件./utils/config.py</font>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"======user config========\n",
|
||
"{'max_size': 1000,\n",
|
||
" 'min_size': 600,\n",
|
||
" 'voc_data_dir': 'C:/Users/wumg/jupyter-ipynb/pytorch-2-book/data/VOC2007/'}\n",
|
||
"==========end============\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#读取输入数据形状及所在的路径一些配置信息\n",
|
||
"config = Config()\n",
|
||
"config._parse({})"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 导入数据"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#导入VOC2007数据集\n",
|
||
"dataset = Dataset(config)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#获取数据集中第0张图片和对应的标签\n",
|
||
"img, bboxes, labels, scale = dataset[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"shape: torch.Size([466, 640, 3]) max: 2.64 min: -2.0494049\n",
|
||
"shape: (2, 4) max: 624.0 min: 8.0\n",
|
||
"shape: (2,) max: 11 min: 7\n",
|
||
"1.0\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for x in (img, bboxes, labels):\n",
|
||
" print('shape:', x.shape, 'max:', torch.max(torch.as_tensor(x)).numpy(), 'min:', torch.min(torch.as_tensor(x)).numpy())\n",
|
||
"\n",
|
||
"print(scale)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x267fbdbae88>"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#可视化图片及目标位置\n",
|
||
"vis(img, bboxes, labels)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#数据集中20中类别\n",
|
||
"VOC_BBOX_LABEL_NAMES = (\n",
|
||
" 'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus', 'car', 'cat',\n",
|
||
" 'chair', 'cow', 'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
|
||
" 'pottedplant', 'sheep', 'sofa', 'train', 'tvmonitor')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 锚框"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def multibox_prior(data, sizes, ratios):\n",
|
||
" \"\"\"生成以每个像素为中心具有不同形状的锚框。\"\"\"\n",
|
||
" in_height, in_width = data.shape[-2:]\n",
|
||
" num_sizes, num_ratios = len(sizes), len(ratios)\n",
|
||
" boxes_per_pixel = (num_sizes + num_ratios - 1)\n",
|
||
" size_tensor = np.array(sizes)\n",
|
||
" ratio_tensor = np.array(ratios)\n",
|
||
"\n",
|
||
" # 为了将锚点移动到像素的中心,需要设置偏移量。\n",
|
||
" # 因为一个像素的的高为1且宽为1,我们选择偏移我们的中心0.5\n",
|
||
" offset_h, offset_w = 0.5, 0.5\n",
|
||
" steps_h = 1.0 / in_height # Scaled steps in y-axis\n",
|
||
" steps_w = 1.0 / in_width # Scaled steps in x-axis\n",
|
||
"\n",
|
||
" # 生成锚框的所有中心点\n",
|
||
" center_h = (np.arange(in_height) + offset_h) * steps_h\n",
|
||
" center_w = (np.arange(in_width) + offset_w) * steps_w\n",
|
||
" shift_x, shift_y = np.meshgrid(center_w, center_h)\n",
|
||
" shift_x, shift_y = shift_x.reshape(-1), shift_y.reshape(-1)\n",
|
||
"\n",
|
||
" # 生成“boxes_per_pixel”个高和宽,\n",
|
||
" # 之后用于创建锚框的四角坐标 (xmin, xmax, ymin, ymax)\n",
|
||
" w = np.concatenate((size_tensor * np.sqrt(ratio_tensor[0]),\n",
|
||
" sizes[0] * np.sqrt(ratio_tensor[1:]))) \\\n",
|
||
" * in_height / in_width # Handle rectangular inputs\n",
|
||
" h = np.concatenate((size_tensor / np.sqrt(ratio_tensor[0]),\n",
|
||
" sizes[0] / np.sqrt(ratio_tensor[1:])))\n",
|
||
" # 除以2来获得半高和半宽\n",
|
||
" anchor_manipulations = np.tile(np.stack((-w, -h, w, h)).T,\n",
|
||
" (in_height * in_width, 1)) / 2\n",
|
||
"\n",
|
||
" # 每个中心点都将有“boxes_per_pixel”个锚框,\n",
|
||
" # 所以生成含所有锚框中心的网格,重复了“boxes_per_pixel”次\n",
|
||
" out_grid = np.stack([shift_x, shift_y, shift_x, shift_y],\n",
|
||
" axis=1).repeat(boxes_per_pixel, axis=0)\n",
|
||
" output = out_grid + anchor_manipulations\n",
|
||
" return np.expand_dims(output, axis=0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"466 640\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(1, 1491200, 4)"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"img = plt.imread('../data/cat-dog.jpg')\n",
|
||
"h, w = img.shape[:2]\n",
|
||
"\n",
|
||
"print(h, w)\n",
|
||
"#X = torch.rand(shape=[1, 3, h, w])\n",
|
||
"X = np.random.uniform(size=(1, 3, h, w))\n",
|
||
"Y = multibox_prior(X, sizes=[0.75, 0.5, 0.25], ratios=[1, 2, 0.5])\n",
|
||
"Y.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([0.11835937, 0.16255365, 0.66445313, 0.91255365])"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"boxes = Y.reshape(h, w, 5, 4)\n",
|
||
"boxes[250, 250, 0, :]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def show_bboxes(axes, bboxes, labels=None, colors=None):\n",
|
||
" \"\"\"显示所有边界框。\"\"\"\n",
|
||
" def _make_list(obj, default_values=None):\n",
|
||
" if obj is None:\n",
|
||
" obj = default_values\n",
|
||
" elif not isinstance(obj, (list, tuple)):\n",
|
||
" obj = [obj]\n",
|
||
" return obj\n",
|
||
" labels = _make_list(labels)\n",
|
||
" colors = _make_list(colors, ['b', 'g', 'r', 'm', 'c'])\n",
|
||
" for i, bbox in enumerate(bboxes):\n",
|
||
" color = colors[i % len(colors)]\n",
|
||
" rect = bbox_to_rect(bbox, color)\n",
|
||
" axes.add_patch(rect)\n",
|
||
" if labels and len(labels) > i:\n",
|
||
" text_color = 'k' if color == 'w' else 'w'\n",
|
||
" axes.text(rect.xy[0], rect.xy[1], labels[i],\n",
|
||
" va='center', ha='center', fontsize=9, color=text_color,\n",
|
||
" bbox=dict(facecolor=color, lw=0))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#d2l.set_figsize()\n",
|
||
"bbox_scale = np.array((w, h, w, h))\n",
|
||
"fig = plt.imshow(img)\n",
|
||
"show_bboxes(fig.axes, boxes[250, 250, :, :] * bbox_scale,\n",
|
||
" ['s=0.75, r=1', 's=0.5, r=1', 's=0.25, r=1', 's=0.75, r=2',\n",
|
||
" 's=0.75, r=0.5'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def box_iou(boxes1, boxes2):\n",
|
||
" \"\"\"计算两个锚框或边界框列表中成对的交并比。\"\"\"\n",
|
||
" box_area = lambda boxes: ((boxes[:, 2] - boxes[:, 0]) *\n",
|
||
" (boxes[:, 3] - boxes[:, 1]))\n",
|
||
" # `boxes1`, `boxes2`, `areas1`, `areas2`的形状:\n",
|
||
" # `boxes1`:(boxes1的数量, 4),\n",
|
||
" # `boxes2`:(boxes2的数量, 4),\n",
|
||
" # `areas1`:(boxes1的数量,),\n",
|
||
" # `areas2`:(boxes2的数量,)\n",
|
||
" areas1 = box_area(boxes1)\n",
|
||
" areas2 = box_area(boxes2)\n",
|
||
"\n",
|
||
" # `inter_upperlefts`, `inter_lowerrights`, `inters`的形状:\n",
|
||
" # (boxes1的数量, boxes2的数量, 2)\n",
|
||
" inter_upperlefts = np.maximum(boxes1[:, None, :2], boxes2[:, :2])\n",
|
||
" inter_lowerrights = np.minimum(boxes1[:, None, 2:], boxes2[:, 2:])\n",
|
||
" inters = (inter_lowerrights - inter_upperlefts).clip(min=0)\n",
|
||
" # `inter_areas` and `union_areas`的形状: (boxes1的数量, boxes2的数量)\n",
|
||
" inter_areas = inters[:, :, 0] * inters[:, :, 1]\n",
|
||
" union_areas = areas1[:, None] + areas2 - inter_areas\n",
|
||
" return inter_areas / union_areas"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def assign_anchor_to_bbox(ground_truth, anchors, device, iou_threshold=0.5):\n",
|
||
" \"\"\"将最接近的真实边界框分配给锚框。\"\"\"\n",
|
||
" num_anchors, num_gt_boxes = anchors.shape[0], ground_truth.shape[0]\n",
|
||
" # 位于第i行和第j列的元素 x_ij 是锚框i和真实边界框j的IoU\n",
|
||
" jaccard = box_iou(anchors, ground_truth)\n",
|
||
" # 对于每个锚框,分配的真实边界框的张量\n",
|
||
" anchors_bbox_map = np.full((num_anchors,), -1, dtype=np.int32, ctx=device)\n",
|
||
" # 根据阈值,决定是否分配真实边界框\n",
|
||
" max_ious, indices = np.max(jaccard, axis=1), np.argmax(jaccard, axis=1)\n",
|
||
" anc_i = np.nonzero(max_ious >= 0.5)[0]\n",
|
||
" box_j = indices[max_ious >= 0.5]\n",
|
||
" anchors_bbox_map[anc_i] = box_j\n",
|
||
" col_discard = np.full((num_anchors,), -1)\n",
|
||
" row_discard = np.full((num_gt_boxes,), -1)\n",
|
||
" for _ in range(num_gt_boxes):\n",
|
||
" max_idx = np.argmax(jaccard)\n",
|
||
" box_idx = (max_idx % num_gt_boxes).astype('int32')\n",
|
||
" anc_idx = (max_idx / num_gt_boxes).astype('int32')\n",
|
||
" anchors_bbox_map[anc_idx] = box_idx\n",
|
||
" jaccard[:, box_idx] = col_discard\n",
|
||
" jaccard[anc_idx, :] = row_discard\n",
|
||
" return anchors_bbox_map"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def offset_boxes(anchors, assigned_bb, eps=1e-6):\n",
|
||
" \"\"\"对锚框偏移量的转换。\"\"\"\n",
|
||
" c_anc = box_corner_to_center(anchors)\n",
|
||
" c_assigned_bb = box_corner_to_center(assigned_bb)\n",
|
||
" offset_xy = 10 * (c_assigned_bb[:, :2] - c_anc[:, :2]) / c_anc[:, 2:]\n",
|
||
" offset_wh = 5 * np.log(eps + c_assigned_bb[:, 2:] / c_anc[:, 2:])\n",
|
||
" offset = np.concatenate([offset_xy, offset_wh], axis=1)\n",
|
||
" return offset"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def multibox_target(anchors, labels):\n",
|
||
" \"\"\"使用真实边界框标记锚框。\"\"\"\n",
|
||
" batch_size, anchors = labels.shape[0], anchors.squeeze(0)\n",
|
||
" batch_offset, batch_mask, batch_class_labels = [], [], []\n",
|
||
" device, num_anchors = anchors.ctx, anchors.shape[0]\n",
|
||
" for i in range(batch_size):\n",
|
||
" label = labels[i, :, :]\n",
|
||
" anchors_bbox_map = assign_anchor_to_bbox(\n",
|
||
" label[:, 1:], anchors, device)\n",
|
||
" bbox_mask = np.tile((np.expand_dims((anchors_bbox_map >= 0),\n",
|
||
" axis=-1)), (1, 4)).astype('int32')\n",
|
||
" # 将类标签和分配的边界框坐标初始化为零\n",
|
||
" class_labels = np.zeros(num_anchors, dtype=np.int32, ctx=device)\n",
|
||
" assigned_bb = np.zeros((num_anchors, 4), dtype=np.float32,\n",
|
||
" ctx=device)\n",
|
||
" # 使用真实边界框来标记锚框的类别。\n",
|
||
" # 如果一个锚框没有被分配,我们标记其为背景(值为零)\n",
|
||
" indices_true = np.nonzero(anchors_bbox_map >= 0)[0]\n",
|
||
" bb_idx = anchors_bbox_map[indices_true]\n",
|
||
" class_labels[indices_true] = label[bb_idx, 0].astype('int32') + 1\n",
|
||
" assigned_bb[indices_true] = label[bb_idx, 1:]\n",
|
||
" # 偏移量转换\n",
|
||
" offset = offset_boxes(anchors, assigned_bb) * bbox_mask\n",
|
||
" batch_offset.append(offset.reshape(-1))\n",
|
||
" batch_mask.append(bbox_mask.reshape(-1))\n",
|
||
" batch_class_labels.append(class_labels)\n",
|
||
" bbox_offset = np.stack(batch_offset)\n",
|
||
" bbox_mask = np.stack(batch_mask)\n",
|
||
" class_labels = np.stack(batch_class_labels)\n",
|
||
" return (bbox_offset, bbox_mask, class_labels)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"https://blog.csdn.net/sinat_34474705/article/details/80045294"
|
||
]
|
||
},
|
||
{
|
||
"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": "3.7.4"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|