mirror of
https://github.com/ZhangXinNan/DL-with-Python-and-PyTorch2.git
synced 2025-10-20 23:34:18 +08:00
252 lines
156 KiB
Plaintext
252 lines
156 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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"## 12.5 清除图像中的雾霾\n",
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"\t前面我们介绍了如何利用预训练模型提升性能和泛化能力,这节介绍如何利用一个预训练模型清除图像中的雾霾,使图像更清晰。\n",
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"1)导入需要的模块。"
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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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"import torch\n",
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"import torch.nn as nn\n",
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"import torchvision\n",
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"import torch.backends.cudnn as cudnn\n",
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"import torch.optim\n",
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"import os\n",
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"import numpy as np\n",
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"from torchvision import transforms\n",
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"from PIL import Image\n",
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"import glob"
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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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"source": [
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"#创建存放目标文件目录\n",
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"path='clean_photo/results/test_images'\n",
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"if not os.path.exists(path):\n",
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" os.makedirs(path)\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": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"#定义一个神经网络\n",
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"class model(nn.Module):\n",
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" def __init__(self):\n",
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" super(model, self).__init__()\n",
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" self.relu = nn.ReLU(inplace=True)\n",
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" \n",
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" self.e_conv1 = nn.Conv2d(3,3,1,1,0,bias=True)\n",
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" self.e_conv2 = nn.Conv2d(3,3,3,1,1,bias=True) \n",
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" self.e_conv3 = nn.Conv2d(6,3,5,1,2,bias=True) \n",
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" self.e_conv4 = nn.Conv2d(6,3,7,1,3,bias=True) \n",
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" self.e_conv5 = nn.Conv2d(12,3,3,1,1,bias=True) \n",
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" \n",
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" def forward(self, x):\n",
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" source = []\n",
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" source.append(x)\n",
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" \n",
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" x1 = self.relu(self.e_conv1(x))\n",
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" x2 = self.relu(self.e_conv2(x1))\n",
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" concat1 = torch.cat((x1,x2), 1)\n",
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" x3 = self.relu(self.e_conv3(concat1))\n",
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" \n",
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" concat2 = torch.cat((x2, x3), 1)\n",
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" x4 = self.relu(self.e_conv4(concat2))\n",
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" concat3 = torch.cat((x1,x2,x3,x4),1)\n",
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" x5 = self.relu(self.e_conv5(concat3))\n",
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" clean_image = self.relu((x5 * x) - x5 + 1)\n",
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" return clean_image"
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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": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"./test_images\\indoor.jpg done!\n",
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"./test_images\\NYU2_102_7_2.jpg done!\n",
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"./test_images\\NYU2_741_7_2.jpg done!\n",
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"./test_images\\shanghai01.jpg done!\n",
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"./test_images\\shanghai02.jpg done!\n",
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"./test_images\\shanghai03.jpg done!\n",
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"./test_images\\shanghai04.jpg done!\n",
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"./test_images\\test10.jpg done!\n",
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"./test_images\\test11.jpg done!\n",
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"./test_images\\test12.jpg done!\n",
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"./test_images\\test13.jpg done!\n",
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"./test_images\\test14.jpg done!\n",
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"./test_images\\test15.jpg done!\n",
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"./test_images\\test2.jpg done!\n",
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"./test_images\\test3.jpg done!\n",
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"./test_images\\test4.jpg done!\n",
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"./test_images\\test5.jpg done!\n",
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"./test_images\\test6.jpg done!\n",
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"./test_images\\test7.jpg done!\n",
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"./test_images\\test8.jpg done!\n",
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"./test_images\\test9.jpg done!\n"
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]
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}
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],
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"source": [
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"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
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"\n",
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"net = model().to(device)\n",
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"\n",
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"\n",
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"def cl_image(image_path):\n",
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" data = Image.open(image_path)\n",
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" data = (np.asarray(data)/255.0)\n",
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" data = torch.from_numpy(data).float()\n",
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" data = data.permute(2,0,1)\n",
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" data = data.to(device).unsqueeze(0) \n",
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" \n",
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" net.load_state_dict(torch.load('dehazer.pth'))\n",
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"\n",
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" clean_image = net.forward(data)\n",
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" torchvision.utils.save_image(torch.cat((data, clean_image),0), \"clean_photo/results/\" + image_path.split(\"/\")[-1])\n",
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"\n",
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"\n",
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"if __name__ == '__main__':\n",
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" test_list = glob.glob(\"./test_images/*.jpg\")\n",
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" \n",
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" for image in test_list:\n",
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" cl_image(image)\n",
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" print(image, \"done!\")"
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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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"2)查看原来的图像。"
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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": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<function matplotlib.pyplot.show(*args, **kw)>"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from matplotlib.image import imread\n",
|
||
"%matplotlib inline\n",
|
||
"\n",
|
||
"img=imread('./test_images/shanghai02.jpg')\n",
|
||
"plt.imshow(img)\n",
|
||
"plt.show\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function matplotlib.pyplot.show(*args, **kw)>"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"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": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from matplotlib.image import imread\n",
|
||
"%matplotlib inline\n",
|
||
"\n",
|
||
"img=imread('clean_photo/results/test_images/shanghai02.jpg')\n",
|
||
"plt.imshow(img)\n",
|
||
"plt.show"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"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
|
||
}
|