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Single-image rain removal via multi-scale cascading image generation

Abstract: 

A novel single-image rain removal method is proposed based on multi-scale cascading image generation (MSCG). In particular, the proposed method consists of an encoder extracting multi-scale features from images and a decoder generating de-rained images with a cascading mechanism. The encoder ensembles the convolution neural networks using the kernels with different sizes, and integrates their outputs across different scales. The decoder implements a coarse-to-fine image generation framework, adding fine details incrementally to the final de-rained images according to the spatial contextual information on different scales. We test the proposed method on both synthetic and real-world datasets. Experimental results show that the proposed method is robust to the changes of scene, e.g., the viewpoint and the depth, the heaviness of rain, etc., which suppresses the blurring problem of de-rained image and outperforms state-of-the-art methods consistently.

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Paper Details

Authors:
Zheng Zhang, Yi Xu, He Wang, Bingbing Ni, Hongteng Xu
Submitted On:
22 September 2019 - 2:38pm
Short Link:
Type:
Poster
Event:
Document Year:
2019
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Document Files

Poster ICIP 2019 Paper #2542.pdf

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[1] Zheng Zhang, Yi Xu, He Wang, Bingbing Ni, Hongteng Xu, "Single-image rain removal via multi-scale cascading image generation", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4817. Accessed: Oct. 18, 2019.
@article{4817-19,
url = {http://sigport.org/4817},
author = {Zheng Zhang; Yi Xu; He Wang; Bingbing Ni; Hongteng Xu },
publisher = {IEEE SigPort},
title = {Single-image rain removal via multi-scale cascading image generation},
year = {2019} }
TY - EJOUR
T1 - Single-image rain removal via multi-scale cascading image generation
AU - Zheng Zhang; Yi Xu; He Wang; Bingbing Ni; Hongteng Xu
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4817
ER -
Zheng Zhang, Yi Xu, He Wang, Bingbing Ni, Hongteng Xu. (2019). Single-image rain removal via multi-scale cascading image generation. IEEE SigPort. http://sigport.org/4817
Zheng Zhang, Yi Xu, He Wang, Bingbing Ni, Hongteng Xu, 2019. Single-image rain removal via multi-scale cascading image generation. Available at: http://sigport.org/4817.
Zheng Zhang, Yi Xu, He Wang, Bingbing Ni, Hongteng Xu. (2019). "Single-image rain removal via multi-scale cascading image generation." Web.
1. Zheng Zhang, Yi Xu, He Wang, Bingbing Ni, Hongteng Xu. Single-image rain removal via multi-scale cascading image generation [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4817