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whaifree:main
whaifree:base_vi(inn)+sar(wtconv)
whaifree:base_增加WTconv
whaifree:base
whaifree:base_增加widthblock
whaifree:base_不同Fusion
whaifree:base_整合SCSA
whaifree:base_sar区分_不同特征提取
whaifree:base_enhance1115
whaifree:base_修改SCSA分支
whaifree:remake
whaifree:Add20241111-双分支改进不同DB
whaifree:Add2024115-addSMFAAsBPEPooling
whaifree:Add20241026-TIAM
whaifree:ubuntu_1009_nosame
whaifree:Add20241007-nosame
whaifree:origin_pfcfuse
whaifree:Add20241007
whaifree:master
...
pull from: whaifree:Add20241007-nosame
Branches Tags
whaifree:base_vi(inn)+sar(wtconv)
whaifree:base_增加WTconv
whaifree:base
whaifree:base_增加widthblock
whaifree:base_不同Fusion
whaifree:base_整合SCSA
whaifree:base_sar区分_不同特征提取
whaifree:base_enhance1115
whaifree:base_修改SCSA分支
whaifree:remake
whaifree:Add20241111-双分支改进不同DB
whaifree:Add2024115-addSMFAAsBPEPooling
whaifree:Add20241026-TIAM
whaifree:ubuntu_1009_nosame
whaifree:Add20241007-nosame
whaifree:origin_pfcfuse
whaifree:Add20241007
whaifree:main
whaifree:master

5 Commits
main ... Add2024100

Author SHA1 Message Date
whaifree
7d6d629786 添加 .idea/ 和 status.md到 .gitignore 文件，避免个人配置和状态文件被跟踪。在测试脚本中移除了不必要的打印语句。新增了测试日志和成功运行的日志文件。 2024-10-09 12:04:46 +08:00
whaifree
15eb10b512 添加 .idea/ 和 status.md到 .gitignore 文件，避免个人配置和状态文件被跟踪。在测试脚本中移除了不必要的打印语句。新增了测试日志和成功运行的日志文件。 2024-10-09 11:57:57 +08:00
whaifree
5e561ab6f7 修改代码结构，提高可读性和可维护性；调整训练输出频率。 
改进 self.enhancement_module 为
        self.enhancement_module = WTConv2d(32, 32)
 2024-10-09 11:35:06 +08:00
whaifree
96ce7d5fda 修改代码结构，提高可读性和可维护性；调整训练输出频率。 
改进 self.enhancement_module 为
        self.enhancement_module = WTConv2d(32, 32)
 2024-10-08 16:50:11 +08:00
whaifree
afd55abe9e 模型结构 
DetailFeatureExtraction增加了一个增强残差
BaseFeatureExtraction增加了
x = self.WTConv2d(x)
 2024-10-07 15:24:33 +08:00
586 changed files with 1331 additions and 23 deletions
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.gitignore Normal file
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.idea/
status.md

8
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# Default ignored files
/shelf/
/workspace.xml
# Editor-based HTTP Client requests
/httpRequests/
# Datasource local storage ignored files
/dataSources/
/dataSources.local.xml

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.idea/PFCFuse.iml Normal file
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<?xml version="1.0" encoding="UTF-8"?>
<module type="PYTHON_MODULE" version="4">
<component name="NewModuleRootManager">
<content url="file://$MODULE_DIR$" />
<orderEntry type="jdk" jdkName="Remote Python 3.8.10 (sftp://star@192.168.50.108:22/home/star/anaconda3/envs/pfcfuse/bin/python)" jdkType="Python SDK" />
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<option name="format" value="PLAIN" />
<option name="myDocStringFormat" value="Plain" />
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</module>

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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="PublishConfigData" autoUpload="Always" serverName="star@192.168.50.108:22 password (9)" remoteFilesAllowedToDisappearOnAutoupload="false">
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<paths name="star@192.168.50.108:22 password">
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<paths name="star@192.168.50.108:22 password (2)">
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<serverdata>
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<mapping local="$PROJECT_DIR$" web="/" />
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<paths name="star@192.168.50.108:22 password (5)">
<serverdata>
<mappings>
<mapping local="$PROJECT_DIR$" web="/" />
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<paths name="star@192.168.50.108:22 password (6)">
<serverdata>
<mappings>
<mapping local="$PROJECT_DIR$" web="/" />
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<paths name="star@192.168.50.108:22 password (7)">
<serverdata>
<mappings>
<mapping local="$PROJECT_DIR$" web="/" />
</mappings>
</serverdata>
</paths>
<paths name="star@192.168.50.108:22 password (8)">
<serverdata>
<mappings>
<mapping deploy="/home/star/whaiDir/PFCFuse" local="$PROJECT_DIR$" />
</mappings>
</serverdata>
</paths>
<paths name="star@192.168.50.108:22 password (9)">
<serverdata>
<mappings>
<mapping deploy="/home/star/whaiDir/PFCFuse" local="$PROJECT_DIR$" />
</mappings>
</serverdata>
</paths>
<paths name="v100">
<serverdata>
<mappings>
<mapping local="$PROJECT_DIR$" web="/" />
</mappings>
</serverdata>
</paths>
</serverData>
<option name="myAutoUpload" value="ALWAYS" />
</component>
</project>

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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="GitToolBoxProjectSettings">
<option name="commitMessageIssueKeyValidationOverride">
<BoolValueOverride>
<option name="enabled" value="true" />
</BoolValueOverride>
</option>
<option name="commitMessageValidationEnabledOverride">
<BoolValueOverride>
<option name="enabled" value="true" />
</BoolValueOverride>
</option>
</component>
</project>

264
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<component name="InspectionProjectProfileManager">
<profile version="1.0">
<option name="myName" value="Project Default" />
<inspection_tool class="DuplicatedCode" enabled="true" level="WEAK WARNING" enabled_by_default="true">
<Languages>
<language minSize="226" name="Python" />
</Languages>
</inspection_tool>
<inspection_tool class="Eslint" enabled="true" level="WARNING" enabled_by_default="true" />
<inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
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<item index="224" class="java.lang.String" itemvalue="tblib" />
<item index="225" class="java.lang.String" itemvalue="cloudpickle" />
<item index="226" class="java.lang.String" itemvalue="importlib-metadata" />
<item index="227" class="java.lang.String" itemvalue="simplegeneric" />
<item index="228" class="java.lang.String" itemvalue="zict" />
<item index="229" class="java.lang.String" itemvalue="urllib3" />
<item index="230" class="java.lang.String" itemvalue="jupyterlab" />
<item index="231" class="java.lang.String" itemvalue="Cython" />
<item index="232" class="java.lang.String" itemvalue="Flask" />
<item index="233" class="java.lang.String" itemvalue="nose" />
<item index="234" class="java.lang.String" itemvalue="pytorch-msssim" />
<item index="235" class="java.lang.String" itemvalue="pytest" />
<item index="236" class="java.lang.String" itemvalue="nbformat" />
<item index="237" class="java.lang.String" itemvalue="matmul" />
<item index="238" class="java.lang.String" itemvalue="tqdm" />
<item index="239" class="java.lang.String" itemvalue="lazy-object-proxy" />
<item index="240" class="java.lang.String" itemvalue="colorama" />
<item index="241" class="java.lang.String" itemvalue="grpcio" />
<item index="242" class="java.lang.String" itemvalue="ply" />
<item index="243" class="java.lang.String" itemvalue="google-auth" />
<item index="244" class="java.lang.String" itemvalue="openpyxl" />
</list>
</value>
</option>
</inspection_tool>
</profile>
</component>

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@ -0,0 +1,6 @@
<component name="InspectionProjectProfileManager">
<settings>
<option name="USE_PROJECT_PROFILE" value="false" />
<version value="1.0" />
</settings>
</component>

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.idea/misc.xml Normal file
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@ -0,0 +1,16 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="Black">
<option name="sdkName" value="Python 3.9 (flaskTest)" />
</component>
<component name="MavenImportPreferences">
<option name="generalSettings">
<MavenGeneralSettings>
<option name="localRepository" value="E:\maven\repository" />
<option name="showDialogWithAdvancedSettings" value="true" />
<option name="userSettingsFile" value="E:\maven\settings.xml" />
</MavenGeneralSettings>
</option>
</component>
<component name="ProjectRootManager" version="2" project-jdk-name="Remote Python 3.8.10 (sftp://star@192.168.50.108:22/home/star/anaconda3/envs/pfcfuse/bin/python)" project-jdk-type="Python SDK" />
</project>

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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ProjectModuleManager">
<modules>
<module fileurl="file://$PROJECT_DIR$/.idea/PFCFuse.iml" filepath="$PROJECT_DIR$/.idea/PFCFuse.iml" />
</modules>
</component>
</project>

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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="VcsDirectoryMappings">
<mapping directory="" vcs="Git" />
</component>
</project>

42
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import os
from PIL import Image
def transfer(input_path, quality=20, resize_factor=0.1):
# 打开TIFF图像
# img = Image.open(input_path)
#
# # 保存为JPEG，并设置压缩质量
# img.save(output_path, 'JPEG', quality=quality)
# input_path = os.path.join(input_folder, filename)
# 获取input_path的文件名
# 使用os.path.splitext获取文件名和后缀的元组
# 使用os.path.basename获取文件名（包含后缀）
filename_with_extension = os.path.basename(input_path)
filename, file_extension = os.path.splitext(filename_with_extension)
# 使用os.path.dirname获取文件所在的目录路径
output_folder = os.path.dirname(input_path)
output_path = os.path.join(output_folder, filename + '.jpg')
img = Image.open(input_path)
# 将图像缩小到原来的一半
new_width = int(img.width * resize_factor)
new_height = int(img.height * resize_factor)
resized_img = img.resize((new_width, new_height))
# 保存为JPEG，并设置压缩质量
# 转换为RGB模式，丢弃透明通道
rgb_img = resized_img.convert('RGB')
# 保存为JPEG，并设置压缩质量
# 压缩
rgb_img.save(output_path, 'JPEG', quality=quality)
print(f'{output_path} 转换完成')
return output_path

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/home/star/anaconda3/envs/pfcfuse/bin/python /home/star/whaiDir/PFCFuse/test_IVF.py
# base pcffuse
================================================================================
The test result of TNO :
19.png
05.png
21.png
18.png
15.png
22.png
14.png
13.png
08.png
01.png
02.png
03.png
25.png
17.png
11.png
16.png
06.png
07.png
09.png
10.png
12.png
23.png
24.png
20.png
04.png
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 2.39 33.82 11.32 0.81 0.8 0.12 0.07 0.11
================================================================================
Process finished with exit code 0

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/home/star/anaconda3/envs/pfcfuse/bin/python /home/star/whaiDir/PFCFuse/test_IVF.py
================================================================================
The test result of TNO :
19.png
05.png
21.png
18.png
15.png
22.png
14.png
13.png
08.png
01.png
02.png
03.png
25.png
17.png
11.png
16.png
06.png
07.png
09.png
10.png
12.png
23.png
24.png
20.png
04.png
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 7.01 40.67 15.39 1.53 1.76 0.64 0.53 0.95
================================================================================

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================================================================================
The test result of TNO :
19.png
05.png
21.png
18.png
15.png
22.png
14.png
13.png
08.png
01.png
02.png
03.png
25.png
17.png
11.png
16.png
06.png
07.png
09.png
10.png
12.png
23.png
24.png
20.png
04.png
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 7.14 46.48 13.18 2.22 1.76 0.79 0.56 1.02
================================================================================
================================================================================
The test result of RoadScene :
FLIR_07206.jpg
FLIR_08202.jpg
FLIR_05893.jpg
FLIR_06974.jpg
FLIR_04424.jpg
FLIR_08284.jpg
FLIR_07786.jpg
FLIR_08021.jpg
FLIR_07968.jpg
FLIR_01130.jpg
FLIR_06993.jpg
FLIR_07190.jpg
FLIR_06570.jpg
FLIR_07809.jpg
FLIR_06430.jpg
FLIR_08592.jpg
FLIR_00211.jpg
FLIR_08721.jpg
FLIR_05955.jpg
FLIR_04688.jpg
FLIR_07732.jpg
FLIR_06392.jpg
FLIR_00977.jpg
FLIR_05105.jpg
FLIR_04269.jpg
FLIR_07970.jpg
FLIR_05005.jpg
FLIR_07209.jpg
FLIR_07555.jpg
FLIR_06325.jpg
FLIR_04943.jpg
FLIR_video_02829.jpg
FLIR_08248.jpg
FLIR_04484.jpg
FLIR_08058.jpg
FLIR_06795.jpg
FLIR_06995.jpg
FLIR_05879.jpg
FLIR_04593.jpg
FLIR_08094.jpg
FLIR_08526.jpg
FLIR_08858.jpg
FLIR_09465.jpg
FLIR_05064.jpg
FLIR_05857.jpg
FLIR_05914.jpg
FLIR_04722.jpg
FLIR_06506.jpg
FLIR_06282.jpg
FLIR_04512.jpg
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 7.41 52.99 15.81 2.37 1.78 0.71 0.55 0.96
================================================================================

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@ -0,0 +1,24 @@
2.4.1+cu121
True
Model: PFCFuse
Number of epochs: 60
Epoch gap: 40
Learning rate: 0.0001
Weight decay: 0
Batch size: 1
GPU number: 0
Coefficient of MSE loss VF: 1.0
Coefficient of MSE loss IF: 1.0
Coefficient of RMI loss VF: 1.0
Coefficient of RMI loss IF: 1.0
Coefficient of Cosine loss VF: 1.0
Coefficient of Cosine loss IF: 1.0
Coefficient of Decomposition loss: 2.0
Coefficient of Total Variation loss: 5.0
Clip gradient norm value: 0.01
Optimization step: 20
Optimization gamma: 0.5
[Epoch 0/60] [Batch 0/6487] [loss: 10.193036] ETA: 9 days, 21 [Epoch 0/60] [Batch 1/6487] [loss: 4.166963] ETA: 11:49:56.5 [Epoch 0/60] [Batch 2/6487] [loss: 10.681509] ETA: 10:23:19.1 [Epoch 0/60] [Batch 3/6487] [loss: 6.257133] ETA: 10:31:48.3 [Epoch 0/60] [Batch 4/6487] [loss: 13.018341] ETA: 10:32:54.2 [Epoch 0/60] [Batch 5/6487] [loss: 11.268185] ETA: 10:27:32.2 [Epoch 0/60] [Batch 6/6487] [loss: 6.920656] ETA: 10:34:01.5 [Epoch 0/60] [Batch 7/6487] [loss: 4.666215] ETA: 10:32:45.3 [Epoch 0/60] [Batch 8/6487] [loss: 10.787085] ETA: 10:26:01.9 [Epoch 0/60] [Batch 9/6487] [loss: 5.754866] ETA: 10:34:34.2 [Epoch 0/60] [Batch 10/6487] [loss: 28.760792] ETA: 10:36:32.6 [Epoch 0/60] [Batch 11/6487] [loss: 8.672796] ETA: 10:25:11.9 [Epoch 0/60] [Batch 12/6487] [loss: 14.300608] ETA: 10:28:19.9 [Epoch 0/60] [Batch 13/6487] [loss: 11.821722] ETA: 10:34:18.6 [Epoch 0/60] [Batch 14/6487] [loss: 7.627745] ETA: 10:31:44.8 [Epoch 0/60] [Batch 15/6487] [loss: 5.722600] ETA: 10:34:17.4 [Epoch 0/60] [Batch 16/6487] [loss: 10.423873] ETA: 11:33:27.1 [Epoch 0/60] [Batch 17/6487] [loss: 4.454098] ETA: 9:37:13.67 [Epoch 0/60] [Batch 18/6487] [loss: 3.820719] ETA: 9:33:57.42 [Epoch 0/60] [Batch 19/6487] [loss: 6.564124] ETA: 9:41:22.09 [Epoch 0/60] [Batch 20/6487] [loss: 5.406681] ETA: 9:47:30.11 [Epoch 0/60] [Batch 21/6487] [loss: 25.275440] ETA: 9:39:29.91 [Epoch 0/60] [Batch 22/6487] [loss: 4.228334] ETA: 9:42:15.45 [Epoch 0/60] [Batch 23/6487] [loss: 22.508118] ETA: 9:38:18.10 [Epoch 0/60] [Batch 24/6487] [loss: 5.062001] ETA: 9:46:09.29 [Epoch 0/60] [Batch 25/6487] [loss: 3.157355] ETA: 9:41:30.09 [Epoch 0/60] [Batch 26/6487] [loss: 6.438435] ETA: 10:02:51.9 [Epoch 0/60] [Batch 27/6487] [loss: 7.430470] ETA: 9:18:12.94 [Epoch 0/60] [Batch 28/6487] [loss: 3.783903] ETA: 10:41:13.9 [Epoch 0/60] [Batch 29/6487] [loss: 2.954306] ETA: 9:44:25.10 [Epoch 0/60] [Batch 30/6487] [loss: 5.863827] ETA: 9:35:13.84 [Epoch 0/60] [Batch 31/6487] [loss: 6.467144] ETA: 9:46:19.80 [Epoch 0/60] [Batch 32/6487] [loss: 4.801052] ETA: 9:32:17.18 [Epoch 0/60] [Batch 33/6487] [loss: 5.658401] ETA: 9:31:10.28 [Epoch 0/60] [Batch 34/6487] [loss: 2.085633] ETA: 9:36:47.39 [Epoch 0/60] [Batch 35/6487] [loss: 15.402915] ETA: 9:40:51.43 [Epoch 0/60] [Batch 36/6487] [loss: 3.181264] ETA: 9:33:06.65 [Epoch 0/60] [Batch 37/6487] [loss: 3.883055] ETA: 9:42:29.60 [Epoch 0/60] [Batch 38/6487] [loss: 3.342676] ETA: 10:07:02.2 [Epoch 0/60] [Batch 39/6487] [loss: 2.589705] ETA: 9:36:43.32 [Epoch 0/60] [Batch 40/6487] [loss: 3.742121] ETA: 9:42:57.54 [Epoch 0/60] [Batch 41/6487] [loss: 2.732829] ETA: 9:36:54.65 [Epoch 0/60] [Batch 42/6487] [loss: 6.655626] ETA: 9:42:20.71 [Epoch 0/60] [Batch 43/6487] [loss: 1.822412] ETA: 9:38:02.02 [Epoch 0/60] [Batch 44/6487] [loss: 2.875143] ETA: 9:41:02.96 [Epoch 0/60] [Batch 45/6487] [loss: 2.319836] ETA: 9:38:16.23 [Epoch 0/60] [Batch 46/6487] [loss: 2.354790] ETA: 9:39:08.93 [Epoch 0/60] [Batch 47/6487] [loss: 1.986412] ETA: 9:52:11.40 [Epoch 0/60] [Batch 48/6487] [loss: 2.154071] ETA: 10:08:20.0 [Epoch 0/60] [Batch 49/6487] [loss: 1.425418] ETA: 9:54:04.42 [Epoch 0/60] [Batch 50/6487] [loss: 1.988360] ETA: 9:30:25.08 [Epoch 0/60] [Batch 51/6487] [loss: 4.090429] ETA: 9:43:53.52 [Epoch 0/60] [Batch 52/6487] [loss: 1.924778] ETA: 9:46:19.38 [Epoch 0/60] [Batch 53/6487] [loss: 2.191964] ETA: 9:46:59.93 [Epoch 0/60] [Batch 54/6487] [loss: 2.032799] ETA: 9:46:14.01 [Epoch 0/60] [Batch 55/6487] [loss: 1.923933] ETA: 9:44:21.65 [Epoch 0/60] [Batch 56/6487] [loss: 1.656838] ETA: 9:56:15.90 [Epoch 0/60] [Batch 57/6487] [loss: 1.656845] ETA: 10:21:26.1 [Epoch 0/60] [Batch 58/6487] [loss: 1.157820] ETA: 10:44:47.3 [Epoch 0/60] [Batch 59/6487] [loss: 1.652715] ETA: 10:46:39.9 [Epoch 0/60] [Batch 60/6487] [loss: 1.633865] ETA: 10:23:34.7 [Epoch 0/60] [Batch 61/6487] [loss: 1.290259] ETA: 9:24:06.12Traceback (most recent call last):
File "/home/star/whaiDir/PFCFuse/train.py", line 232, in <module>
loss.item(),
KeyboardInterrupt

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/home/star/anaconda3/envs/pfcfuse/bin/python /home/star/whaiDir/PFCFuse/test_IVF.py
================================================================================
The test result of TNO :
19.png
05.png
21.png
18.png
15.png
22.png
14.png
13.png
08.png
01.png
02.png
03.png
25.png
17.png
11.png
16.png
06.png
07.png
09.png
10.png
12.png
23.png
24.png
20.png
04.png
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 7.01 40.4 15.51 1.55 1.75 0.66 0.54 0.96
================================================================================
Process finished with exit code 0

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@ -248,11 +248,7 @@ class DetailFeatureExtraction(nn.Module):
super(DetailFeatureExtraction, self).__init__()
INNmodules = [DetailNode() for _ in range(num_layers)]
self.net = nn.Sequential(*INNmodules)
self.enhancement_module = nn.Sequential(
nn.Conv2d(32, 32, kernel_size=3, padding=1, bias=True),
nn.ReLU(inplace=True),
nn.Conv2d(32, 32, kernel_size=3, padding=1, bias=True),
)
self.enhancement_module = WTConv2d(32, 32)
def forward(self, x): # 1 64 128 128
z1, z2 = x[:, :x.shape[1] // 2], x[:, x.shape[1] // 2:x.shape[1]] # 1 32 128 128
@ -428,6 +424,81 @@ class OverlapPatchEmbed(nn.Module):
return x
class BaseFeatureExtractionSAR(nn.Module):
def __init__(self, dim, pool_size=3, mlp_ratio=4.,
act_layer=nn.GELU,
# norm_layer=nn.LayerNorm,
drop=0., drop_path=0.,
use_layer_scale=True, layer_scale_init_value=1e-5):
super().__init__()
self.WTConv2d = WTConv2d(dim, dim)
self.norm1 = LayerNorm(dim, 'WithBias')
self.token_mixer = Pooling(kernel_size=pool_size) # vits是msa，MLPs是mlp，这个用pool来替代
self.norm2 = LayerNorm(dim, 'WithBias')
mlp_hidden_dim = int(dim * mlp_ratio)
self.poolmlp = PoolMlp(in_features=dim, hidden_features=mlp_hidden_dim,
act_layer=act_layer, drop=drop)
# The following two techniques are useful to train deep PoolFormers.
self.drop_path = DropPath(drop_path) if drop_path > 0. \
else nn.Identity()
self.use_layer_scale = use_layer_scale
if use_layer_scale:
self.layer_scale_1 = nn.Parameter(
torch.ones(dim, dtype=torch.float32) * layer_scale_init_value)
self.layer_scale_2 = nn.Parameter(
torch.ones(dim, dtype=torch.float32) * layer_scale_init_value)
def forward(self, x): # 1 64 128 128
if self.use_layer_scale:
# self.layer_scale_1(64,)
tmp1 = self.layer_scale_1.unsqueeze(-1).unsqueeze(-1) # 64 1 1
normal = self.norm1(x) # 1 64 128 128
token_mix = self.token_mixer(normal) # 1 64 128 128
x = self.WTConv2d(x)
x = (x +
self.drop_path(
tmp1 * token_mix
)
# 该表达式将 self.layer_scale_1 这个一维张量（或变量）在维度末尾添加两个新的维度，使其从一维变为三维。这通常用于使其能够与三维的特征图进行广播操作，如元素相乘。具体用途可能包括调整卷积层或注意力机制中的权重。
)
x = x + self.drop_path(
self.layer_scale_2.unsqueeze(-1).unsqueeze(-1)
* self.poolmlp(self.norm2(x)))
else:
x = x + self.drop_path(self.token_mixer(self.norm1(x))) # 匹配cddfuse
x = x + self.drop_path(self.poolmlp(self.norm2(x)))
return x
class DetailFeatureExtractionSAR(nn.Module):
def __init__(self, num_layers=3):
super(DetailFeatureExtractionSAR, self).__init__()
INNmodules = [DetailNode() for _ in range(num_layers)]
self.net = nn.Sequential(*INNmodules)
self.enhancement_module = WTConv2d(32, 32)
def forward(self, x): # 1 64 128 128
z1, z2 = x[:, :x.shape[1] // 2], x[:, x.shape[1] // 2:x.shape[1]] # 1 32 128 128
# 增强并添加残差连接
enhanced_z1 = self.enhancement_module(z1)
enhanced_z2 = self.enhancement_module(z2)
# 残差连接
z1 = z1 + enhanced_z1
z2 = z2 + enhanced_z2
for layer in self.net:
z1, z2 = layer(z1, z2)
return torch.cat((z1, z2), dim=1)
class Restormer_Encoder(nn.Module):
def __init__(self,
inp_channels=1,
@ -441,21 +512,30 @@ class Restormer_Encoder(nn.Module):
):
super(Restormer_Encoder, self).__init__()
self.patch_embed = OverlapPatchEmbed(inp_channels, dim)
# 区分
self.patch_embed = OverlapPatchEmbed(inp_channels, dim)
self.encoder_level1 = nn.Sequential(
*[TransformerBlock(dim=dim, num_heads=heads[0], ffn_expansion_factor=ffn_expansion_factor,
bias=bias, LayerNorm_type=LayerNorm_type) for i in range(num_blocks[0])])
self.baseFeature = BaseFeatureExtraction(dim=dim)
self.detailFeature = DetailFeatureExtraction()
def forward(self, inp_img):
self.baseFeature_sar = BaseFeatureExtractionSAR(dim=dim)
self.detailFeature_sar = DetailFeatureExtractionSAR()
def forward(self, inp_img,is_sar = False):
inp_enc_level1 = self.patch_embed(inp_img)
out_enc_level1 = self.encoder_level1(inp_enc_level1)
base_feature = self.baseFeature(out_enc_level1)
detail_feature = self.detailFeature(out_enc_level1)
return base_feature, detail_feature, out_enc_level1
if is_sar:
base_feature = self.baseFeature_sar(out_enc_level1) # 1 64 128 128
detail_feature = self.detailFeature_sar(out_enc_level1) # 1 64 128 128
return base_feature, detail_feature, out_enc_level1 # 1 64 128 128
else:
base_feature = self.baseFeature(out_enc_level1) # 1 64 128 128
detail_feature = self.detailFeature(out_enc_level1) # 1 64 128 128
return base_feature, detail_feature, out_enc_level1 # 1 64 128 128
class Restormer_Decoder(nn.Module):

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PFCFuse
```angular2html
================================================================================
The test result of TNO :
19.png
05.png
21.png
18.png
15.png
22.png
14.png
13.png
08.png
01.png
02.png
03.png
25.png
17.png
11.png
16.png
06.png
07.png
09.png
10.png
12.png
23.png
24.png
20.png
04.png
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 7.14 46.48 13.18 2.22 1.76 0.79 0.56 1.02
================================================================================
================================================================================
The test result of RoadScene :
FLIR_07206.jpg
FLIR_08202.jpg
FLIR_05893.jpg
FLIR_06974.jpg
FLIR_04424.jpg
FLIR_08284.jpg
FLIR_07786.jpg
FLIR_08021.jpg
FLIR_07968.jpg
FLIR_01130.jpg
FLIR_06993.jpg
FLIR_07190.jpg
FLIR_06570.jpg
FLIR_07809.jpg
FLIR_06430.jpg
FLIR_08592.jpg
FLIR_00211.jpg
FLIR_08721.jpg
FLIR_05955.jpg
FLIR_04688.jpg
FLIR_07732.jpg
FLIR_06392.jpg
FLIR_00977.jpg
FLIR_05105.jpg
FLIR_04269.jpg
FLIR_07970.jpg
FLIR_05005.jpg
FLIR_07209.jpg
FLIR_07555.jpg
FLIR_06325.jpg
FLIR_04943.jpg
FLIR_video_02829.jpg
FLIR_08248.jpg
FLIR_04484.jpg
FLIR_08058.jpg
FLIR_06795.jpg
FLIR_06995.jpg
FLIR_05879.jpg
FLIR_04593.jpg
FLIR_08094.jpg
FLIR_08526.jpg
FLIR_08858.jpg
FLIR_09465.jpg
FLIR_05064.jpg
FLIR_05857.jpg
FLIR_05914.jpg
FLIR_04722.jpg
FLIR_06506.jpg
FLIR_06282.jpg
FLIR_04512.jpg
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 7.41 52.99 15.81 2.37 1.78 0.71 0.55 0.96
================================================================================
```
20241008
```
/home/star/anaconda3/envs/pfcfuse/bin/python /home/star/whaiDir/PFCFuse/test_IVF.py
================================================================================
The test result of TNO :
19.png
05.png
21.png
18.png
15.png
22.png
14.png
13.png
08.png
01.png
02.png
03.png
25.png
17.png
11.png
16.png
06.png
07.png
09.png
10.png
12.png
23.png
24.png
20.png
04.png
EN SD SF MI SCD VIF Qabf SSIM
PFCFuse 7.01 40.4 15.51 1.55 1.75 0.66 0.54 0.96
================================================================================
Process finished with exit code 0
```

13
test_IVF.py
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@ -1,3 +1,5 @@
import datetime
import cv2
from net import Restormer_Encoder, Restormer_Decoder, BaseFeatureExtraction, DetailFeatureExtraction
import os
@ -11,16 +13,18 @@ import logging
warnings.filterwarnings("ignore")
logging.basicConfig(level=logging.CRITICAL)
current_time = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
os.environ["CUDA_VISIBLE_DEVICES"] = "0"
ckpt_path= r"/home/star/whaiDir/PFCFuse/models/PFCFusion10-05-20-46.pth"
ckpt_path= r"/home/star/whaiDir/PFCFuse/models/whaiFusion10-08-16-20.pth"
for dataset_name in ["TNO"]:
for dataset_name in ["TNO","RoadScene"]:
print("\n"*2+"="*80)
model_name="PFCFuse "
print("The test result of "+dataset_name+' :')
test_folder=os.path.join('/home/star/whaiDir/CDDFuse/test_img/',dataset_name)
test_out_folder=os.path.join('test_result',dataset_name)
test_folder = os.path.join('test_img', dataset_name)
test_out_folder=os.path.join('test_result',current_time,dataset_name)
device = 'cuda' if torch.cuda.is_available() else 'cpu'
Encoder = nn.DataParallel(Restormer_Encoder()).to(device)
@ -39,7 +43,6 @@ for dataset_name in ["TNO"]:
with torch.no_grad():
for img_name in os.listdir(os.path.join(test_folder,"ir")):
print(img_name)
data_IR=image_read_cv2(os.path.join(test_folder,"ir",img_name),mode='GRAY')[np.newaxis,np.newaxis, ...]/255.0
data_VIS = cv2.split(image_read_cv2(os.path.join(test_folder, "vi", img_name), mode='YCrCb'))[0][np.newaxis, np.newaxis, ...] / 255.0

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