The Matlab implementation and video results of FastDeRain
| Author | Tai-Xiang Jiang |
|---|---|
| [email protected] |
This folder contains the implementation of the algorithm for video rain streaks removal named FastDeRain.
| File name | Description |
|---|---|
| Demo_FastDerain.m | Demo of FastDeRain, implemented on CPU |
| Demo_FastDerain_GPU_version.m | Demo of FastDeRain, implemented on GPU |
| Demo_FastDerain_Oblique.m | Demo of FastDeRain for oblique rain streaks, implemented on GPU |
An early material of the this menthod is:
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang; ''A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors'' The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, pp. 4057-4066. [PDF]
The preprint of the extended journal version:
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang; “Fastderain: A novel video rain streak removal method using
directional gradient priors,” ArXiv e-prints, 2018.
[arXiv] [PDF]
If you use this code, please cite
@InProceedings{Jiang_2017_CVPR,
author = {Jiang, Tai-Xiang and Huang, Ting-Zhu and Zhao, Xi-Le and Deng, Liang-Jian and Wang, Yao},
title = {A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {July},
pages = {2818-2827},
doi = {10.1109/CVPR.2017.301},
year = {2017}}
@article{Jiang2018FastDeRain,
author = {Jiang, Tai-Xiang and Huang, Ting-Zhu and Zhao, Xi-Le and Deng, Liang-Jian and Wang, Yao},
title = {FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors},
journal = {ArXiv e-prints},
eprint = {1803.07487},
year = {2018},
url = {https://arxiv.org/pdf/1803.07487.pdf}}
Meanwhile, our method for single image rain streaks removal are detailed in this article:
Liang-Jian Deng, Ting-Zhu Huang, Xi-Le Zhao, and Tai-Xiang Jiang; "A directional global sparse model for single image rain removal." Applied Mathematical Modelling (2018).
Corresponding codes are compressed in the file "UGSM_v3.0.zip".
@article{deng2018directional,
title = {A directional global sparse model for single image rain removal},
author = {Deng, Liang-Jian and Huang, Ting-Zhu and Zhao, Xi-Le and Jiang, Tai-Xiang},
journal = {Applied Mathematical Modelling},
volume = {59},
pages = {662 -- 679},
year = {2018},
publisher = {Elsevier}
doi = {10.1016/j.apm.2018.03.001}}
(The .p files will be replaced by .m files as soon as possible.)
Date: 03/03/2018
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