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FastDeRain

Author Tai-Xiang Jiang
E-mail [email protected]

Use of these codes is free for research purposes only.

The Matlab implementation of FastDeRain:
FastDeRain: A novel video rain streak removal method using directional gradient priors, IEEE Transactions on Image Processing, 2018. [pdf]

and DIP:
A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors, CVPR 2017. [PDF]

--
Updating: A lite version has been released

[Google Cloud] [Baidu Yun] key: eukg

Brief description

This folder contains the implementation of the algorithm for video rain streaks removal named FastDeRain.

Main file:

File name Description
Demo.m Demo of the conparison including:
FastDeRain TIP2018 implemented on GPU (it's easy to transfer the code to a CPU version)
DIP CVPR 2017 implemented on GPU(it's easy to transfer the code to a CPU version)
MS-CSC CVPR 2018 partially implemented on GPU)
SPAC-CNN CVPR 2018 implemented on GPU (MatConNet)
DDN CVPR 2017 single image method (MatConNet)
TCL TIP 2015

Other file:

  1. A brief collection of works on image and video rain removal
  2. File "UGSM_v3.0.zip": our method for single image rain streaks removal 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).\
  3. File "yard.mp4" : the rainy video captured by Liang-Jian Deng.

Date: 20/Nov./2018

If you use this code, please cite

  @article{jiang2018fastderain,
        title={Fastderain: A novel video rain streak removal method using directional gradient priors},
        author={Jiang, Tai-Xiang and Huang, Ting-Zhu and Zhao, Xi-Le and Deng, Liang-Jian and Wang, Yao},
        journal={IEEE Transactions on Image Processing},
        volume={28},
        number={4},
        pages={2089--2102},
        year={2018},
        publisher={IEEE}}

  @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 = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
     month     = {July},
     pages     = {2818-2827},
     doi       = {10.1109/CVPR.2017.301},
     year      = {2017}}

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The Matlab implementation of FastDeRain and DIP

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  • MATLAB 68.4%
  • C 30.7%
  • M 0.9%