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state-of-the-art deraining methods.md

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state-of-the-art deraining methods (video & single image)

Contact:

Name Tai-Xiang Jiang
E-mail taixiangjiang@gmail.com

2018

  • cycle GAN, Pu, Jinchuan and Chen, Xuesong and Zhang, Li and Zhou, Qiuhao and Zhao, Yong [paper]

  • Semi-supervised CNN for Single Image Rain Removal, Wei Wei, Deyu Meng, Qian Zhao, Zongben Xu [paper]

  • Lightweight Pyramid Networks

    • Fu, Xueyang, Borong Liang, Yue Huang, Xinghao Ding, and John Paisley. "Lightweight Pyramid Networks for Image Deraining." ArXiv preprint arXiv:1805.06173 .[ArXiv] [Dr. Xueyang Fu's homepage]

  • Residual-Guide feature fusion network

    • Fan, Zhiwen, Huafeng Wu, Xueyang Fu, Yue Hunag, and Xinghao Ding. "Residual-Guide Feature Fusion Network for Single Image Deraining." ArXiv preprint arXiv:1804.07493 .[Arxiv]

  • Dual CNN (structure and detail)

    • Jinshan Pan, Sifei Liu, Jiawei Zhang, Yang Liu, Jimmy Ren, Zechao Li, Jinhui Tang, Huchuan Lu, Yu-Wing Tai, and Ming-Hsuan Yang, "Learning Dual Convolutional Neural Networks for Low-Level Vision." CVPR 2018. [paper] [project (trained model and codes available]

  • CNN

  • RNN (I'm not sure)

  • Attentive GAN

    • Qian, Rui, Robby T. Tan, Wenhan Yang, Jiajun Su, and Jiaying Liu. "Attentive Generative Adversarial Network for Raindrop Removal from a Single Image." CVPR 2018 spotlight  [paper] [Dr. Rui Qian's homepage (code TBA)] [project] (tips: this research focuses on reducing the effets form the adherent rain drops instead of rain streaks removal)

  • Multi-stream Dense Network

    • Zhang, He, and Vishal M. Patel. "Density-aware Single Image De-raining using a Multi-stream Dense Network." CVPR 2018 [paper] [code] [Dr. He Zhang's homepage]

  • Multiscale CSC

    • Li, Minghan, Qi Xie, Qian Zhao, Wei Wei, Shuhang Gu, Jing Tao, Deyu Meng. Video Rain Streak Removal By Multiscale ConvolutionalSparse Coding." CVPR 2018[paper]  [code] [google site][youtube]

  • Directional global sparse

    • Deng, Liang-Jian, Ting-Zhu Huang, Xi-Le Zhao, and Tai-Xiang Jiang. "A directional global sparse model for single image rain removal." Applied Mathematical Modelling 59 (2018): 662-679.  [paper] [code] [Dr. Deng's homepage] (tips: I am the last author, and your can also find the implemention in this repository)

  • Decorrelate in gradient domain

    • Du, Shuangli, Yiguang Liu, Mao Ye, Zhenyu Xu, Jie Li, and Jianguo Liu. "Single image deraining via decorrelating the rain streaks and background scene in gradient domain." Pattern Recognition 79 (2018): 303-317. [paper]

  • Deep Decomposition-Composition Network (Li et al. ArXiv 2018)

  • Simultaneous Fidelity and Regularization Learning (Ren et al. ArXiv 2018)

    • Simultaneous Fidelity and Regularization Learning for Image Restoration. [paper] [Ren's homepage]

2017

  • Transformedlow-rank (Chang et al. ICCV 2017)

    • Transformed Low-Rank Model for Line Pattern Noise Removal. [paper]

  • Tensor based method (FastDeRain) (Jiang et al. CVPR 2017 arXiv 2018)

    • A novel tensor-based video rain streaks removal approach via utilizing discriminatively intrinsic priors. [paper]
    • Fastderain: A novel video rain streak removal method using directional gradient priors. [paper][code]

  • Deep detail network (DDN) (Fu et al. CVPR 2017 IEEE TIP 2017)

    • Removing rain from single images via a deep detail network. [PDF] [code]

  • CNN (Fu et al. IEEE TIP 2017)

    • Clearing the skies: A deep network architecture for single-image rain removal. [paper] [code]

  • Conditional GAN (Zhang et al. arXiv 2017)

    • Image De-raining Using a Conditional Generative Adversarial Network. [paper] [code] [Project]

  • JODER (Yang et al. CVPR 2017)

  • Error-optimized sparse representation (Chen et al. IEEE TIE 2017)

    • Error-optimized sparse representation for single image rain removal. [paper]

  • MoG (Wei et al. ICCV 2017)

    • Should We Encode Rain Streaks in Video as Deterministic or Stochastic? [paper] [code]

  • Joint Bi-layer Optimization (Zhu et al. ICCV 2017)

  • Matrix decomposition (Ren et al. CVPR 2017)

    • Video Desnowing and Deraining Based on Matrix Decomposition. [paper]

  • Joint Convolutional Analysis and Synthesis Sparse Representation (Gu et al. ICCV 2017)

    • Joint Convolutional Analysis and Synthesis Sparse Representation for Single Image Layer Separation. [paper] [code] [Gu's homepage]

  • Hierarchical (Wang et al. IEEE TIP 2017)

    • A Hierarchical Approach for Rain or Snow Removing in a Single Color Image. [paper]

2015-2016

  • Discriminative sparse coding (Luo et al. ICCV 2017 Luo et al.)

    • Removing rain from a single image via discriminative sparse coding.  [paper] [code]

  • Layer prior (Li et al. CVPR 2016 and IEEE TIP 2017)

  • Temporal correlation and low-rank matrix completion (Kim et al. TIP 2015)

    • Video deraining and desnowing using temporal correlation and low-rank matrix completion Adherent raindrop modeling. [paper] [code]

  • Adherent raindrop modeling (You et al. IEEE TPAMI 2016)

  • Local phase information (Santhaseelan et al. IJCV 2015)

    • Utilizing local phase information to remove rain from video. [paper]