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Online Rain/Snow Removal from Surveillance Videos (TIP2021)

This paper proposes a new online rain/snow removal method from surveillance videos by fully encoding the dynamic statistics of both rain/snow and background scenes in a video along time into the model, and realizing it with an online mode to make it potentially available to handle constantly coming streaming video sequence.

Minghan Li, Xiangyong Cao, Qian Zhao, Lei Zhang, Deyu Meng

Please go to the Homepage to obtain more information about our work.

Overview

The diagram of the proposed OTMS-CSC model implemented on a video with dynamic background.

image

Installation

  1. Clone this repo

  2. Install Matlab

  3. Compile GCO-v3.0

  1. Compile spams-matlab
  1. Download dataset (NTURain or your own videos) and put the file into the input folder

  2. Run demo.m

YTVOS2019-Rain dataset

Citation

Please cite our paper if you find anything helpful,

@article{Li2021OnlineRR,
  title={Online Rain/Snow Removal From Surveillance Videos},
  author={Minghan Li and Xiangyong Cao and Q. Zhao and L. Zhang and Deyu Meng},
  journal={IEEE Transactions on Image Processing},
  year={2021},
  volume={30},
  pages={2029-2044}
}

Contact

For more information please contact liminghan0330@gmail.com or minghancs.li@connect.polyu.hk.