# Infrared and Visible Image Fusion using a Deep Learning Framework
International Conference of Pattern Recognition 2018
*Li H, Wu X J, Kittler J. Infrared and Visible Image Fusion using a Deep Learning Framework[C]//Pattern Recognition (ICPR), 2018 24rd International Conference on. IEEE, 2018: 2705 - 2710.*
- [IEEEXplore](https://ieeexplore.ieee.org/document/8546006)
- [ArXiv](https://arxiv.org/abs/1804.06992)
### Requirements
You will need the following tools to run this codes:
- [MatConvNet](http://www.vlfeat.org/matconvnet/)
- [VGG-19, imagenet-vgg-verydeep-19](http://www.vlfeat.org/matconvnet/pretrained/)
If you have any question about this code, feel free to reach me(hui_li_jnu@163.com, lihui@stu.jiangnan.edu.cn)
### Fusion method
![](https://github.com/hli1221/imagefusion_deeplearning/blob/master/framework/framework_method.png)
### Fusion detail content
![](https://github.com/hli1221/imagefusion_deeplearning/blob/master/framework/fusion_detail.png)
### Multi-layers fusion strategy
![](https://github.com/hli1221/imagefusion_deeplearning/blob/master/framework/fusion_strategy.png)
### Quality metric - Nabf
Nabf - 'B. K. Shreyamsha Kumar. Multifocus and Multispectral Image Fusion based on Pixel Significance using Discrete Cosine Harmonic Wavelet Transform. Signal, Image and Video Processing, 2012.'
![](https://github.com/hli1221/imagefusion_deeplearning/blob/master/framework/Nabf.png)
### Pytorch version
For reference only
https://github.com/GrimReaperSam/imagefusion_pytorch
# Citation
*Li H, Wu X J, Kittler J. Infrared and Visible Image Fusion using a Deep Learning Framework[C]//Pattern Recognition (ICPR), 2018 24rd International Conference on. IEEE, 2018: 2705 - 2710.*
```
@inproceedings{li2018infrared,
title={Infrared and Visible Image Fusion using a Deep Learning Framework},
author={Li, Hui and Wu, Xiao-Jun and Kittler, Josef},
booktitle={2018 24th International Conference on Pattern Recognition (ICPR)},
pages={2705--2710},
year={2018},
organization={IEEE}
}
```
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图像融合 CNN.zip
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imagefusion_deeplearning-master.zip (62个子文件)
imagefusion_deeplearning-master
fused_infrared
fused2_VGG_multiLayers.png 115KB
IV_images
VIS8.png 55KB
VIS19.png 153KB
IR1.png 44KB
VIS21.png 245KB
IR9.png 166KB
VIS9.png 265KB
IR11.png 34KB
IR20.png 170KB
VIS12.png 127KB
VIS1.jpg 12KB
IR14.png 146KB
IR13.png 126KB
VIS15.png 233KB
IR16.png 111KB
IR12.png 137KB
VIS13.png 146KB
IR21.png 139KB
IR5.png 52KB
VIS1.png 46KB
IR2.png 124KB
VIS6.png 217KB
VIS20.png 189KB
VIS4.png 142KB
IR17.png 125KB
VIS10.png 247KB
VIS18.png 125KB
VIS14.png 228KB
VIS16.png 128KB
VIS17.png 102KB
VIS3.jpg 12KB
VIS4.jpg 34KB
VIS5.png 43KB
IR8.png 37KB
VIS7.png 69KB
IR18.png 135KB
IR3.png 91KB
IR10.png 166KB
VIS3.png 64KB
VIS5.jpg 96KB
VIS11.png 39KB
VIS2.png 94KB
IR7.png 58KB
IR4.png 93KB
IR19.png 138KB
IR6.png 167KB
IR15.png 175KB
fusion_strategy.m 1020B
extract_l1_feature.m 197B
compared methods
CBF_Image_Fusion_Codes.zip 10KB
ConvSR_Image_Fusion_Codes.zip 733KB
WLS_Image_Fusion_Codes.zip 6KB
JSR_JSRSD_Image_Fusion_Codes.zip 2.37MB
fusion_method_multi_layers.m 3KB
analysis_methods
analysis_MatLab.zip 12KB
README.md 2KB
lowpass.m 1KB
framework
Nabf.png 210KB
framework_method.png 110KB
fusion_detail.png 241KB
fusion_strategy.png 271KB
make_3c.m 151B
共 62 条
- 1
资源评论
- Darkuniverse2021-03-31没有‘imagenet-vgg-verydeep-19.mat’文件,运行不了啊
jeffsonfu
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