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Single image rain removal is a typical inverse problem in computer vision.
Maximum likelihood from incomplete data via the em algorithm
Arthur P Dempster, Nan M Laird, and Donald B Rubin · 1977
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Gradient-based learning applied to document recognition
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Detection and removal of rain from videos
Kshitiz Garg and Shree K Nayar · 2004
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Analysis of rain and snow in frequency space
Peter C Barnum, Srinivasa Narasimhan, and Takeo Kanade · 2010
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Rain or snow detection in image sequences through use of a histogram of orientation of streaks
Jérémie Bossu, Nicolas Hautière, and Jean-Philippe Tarel · 2011
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Automatic single-image-based rain streaks removal via image decomposition
Li-Wei Kang, Chia-Wen Lin, and Yu-Hsiang Fu · 2012
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Imagenet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton · 2012
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A generalized low-rank appearance model for spatio-temporally correlated rain streaks
Yi-Lei Chen and Chiou-Ting Hsu · 2013
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Visual depth guided color image rain streaks removal using sparse coding
Duan-Yu Chen, Chien-Cheng Chen, and Li-Wei Kang · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Video deraining and desnowing using temporal correlation and low-rank matrix completion
Jin-Hwan Kim, Jae-Young Sim, and Chang-Su Kim · 2015
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Removing rain from a single image via discriminative sparse coding
Yu Luo, Yong Xu, and Hui Ji · 2015
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Tensorflow: a system for large-scale machine learning
Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, et al · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Rain streak removal using layer priors
Yu Li, Robby T Tan, Xiaojie Guo, Jiangbo Lu, and Michael S Brown · 2016
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Transformed low-rank model for line pattern noise removal
Yi Chang, Luxin Yan, and Sheng Zhong · 2017
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Clearing the skies: A deep network architecture for single-image rain removal
Xueyang Fu, Jiabin Huang, Xinghao Ding, Yinghao Liao, and John Paisley · 2017
Convolutional sparse and low-rank coding-based rain streak removal
He Zhang and Vishal M Patel · 2017
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Image de-raining using a conditional generative adversarial network
He Zhang, Vishwanath Sindagi, and Vishal M Patel · 2017
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Joint bi-layer optimization for single-image rain streak removal
Lei Zhu, Chi-Wing Fu, Dani Lischinski, and Pheng-Ann Heng · 2017
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Residual-guide network for single image deraining
Zhiwen Fan, Huafeng Wu, Xueyang Fu, Yue Huang, and Xinghao Ding · 2018
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Lightweight pyramid networks for image deraining
Xueyang Fu, Borong Liang, Yue Huang, Xinghao Ding, and John Paisley · 2018
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Removing rain from single images via a deep detail network
Xueyang Fu, Jiabin Huang, Delu Zeng, Yue Huang, Xinghao Ding, and John Paisley · 2017
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Joint convolutional analysis and synthesis sparse representation for single image layer separation
Shuhang Gu, Deyu Meng, Wangmeng Zuo, and Lei Zhang · 2017
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A novel tensor-based video rain streaks removal approach via utilizing discriminatively intrinsic priors
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, and Yao Wang · 2017
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Video desnowing and deraining based on matrix decomposition
Weihong Ren, Jiandong Tian, Zhi Han, Antoni Chan, and Yandong Tang · 2017
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Deep joint rain detection and removal from a single image
Wenhan Yang, Robby T Tan, Jiashi Feng, Jiaying Liu, Zongming Guo, and Shuicheng Yan · 2017
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A deep tree-structured fusion model for single image deraining
Xueyang Fu, Qi Qi, Yue Huang, Xinghao Ding, Feng Wu, and John Paisley · 2018
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Video rain streak removal by multiscale convolutional sparse coding
Minghan Li, Qi Xie, Qian Zhao, Wei Wei, Shuhang Gu, Jing Tao, and Deyu Meng · 2018
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Recurrent squeeze-and-excitation context aggregation net for single image deraining
Xia Li, Jianlong Wu, Zhouchen Lin, Hong Liu, and Hongbin Zha · 2018
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D3r-net: Dynamic routing residue recurrent network for video rain removal
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Should we encode rain streaks in video as deterministic or stochastic?
W. Wei, L. Yi, Q. Xie, Q. Zhao, D. Meng, and Z. Xu · 2018
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Density-aware single image de-raining using a multi-stream dense network
He Zhang and Vishal M Patel · 2018
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