DerainSOTA

• A repo for collecting deraining methods. Papers and codes are attached. [other sources]

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

Contact:

Name	Youzhao Yang
E-mail	[email protected]

2019

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2018

• Rain Removal By Image Quasi-Sparsity Priors (Arxiv)

  • Wang et. al. Rain Removal By Image Quasi-Sparsity Priors [paper]

• Removing rain streaks by a linear model (Arxiv)

  • Wang et. al. Removing rain streaks by a linear model [paper]

• Rain Streak Removal for Single Image via Kernel Guided CNN (Arxiv)

  • Deng et. al. Rain Streak Removal for Single Image via Kernel Guided CNN [paper]

• Physics-Based Generative Adversarial Models for Image Restoration and Beyond

  • Physics-Based Generative Adversarial Models for Image Restoration and Beyond [paper][code]

• Gated Context Aggregation Network for Image Dehazing and Deraining (2018 WACV)

  • Chen et. al. Gated Context Aggregation Network for Image Dehazing and Deraining [paper]

• Unsupervised Single Image Deraining with Self-supervised Constraints (Arxiv)

  • Jin et. al. Unsupervised Single Image Deraining with Self-supervised Constraints [paper]

• Self-Refining Deep Symmetry Enhanced Network for Rain Removal (Arxiv)

  • Ye et. al. Self-Refining Deep Symmetry Enhanced Network for Rain Removal [paper]

• A Deep Tree-Structured Fusion Model for Single Image Deraining (Arxiv)

  • Fu et. al. A Deep Tree-Structured Fusion Model for Single Image Deraining [paper]

• Residual-Guide feature fusion network (2018 ACMMM)

  • 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]

• Non-locally Enhanced Encoder-Decoder Network for Single Image De-raining (2018 ACMMM)

  • Non-locally Enhanced Encoder-Decoder Network for Single Image De-raining [paper][code]

• Removing rain based on a Cycle Generative Adversarial Network (2018 ICIEA)

  • Removing rain based on a Cycle Generative Adversarial Network [paper]

• Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining (2018 ECCV)

  • Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining [ArXiv] [github.io]

• 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]

• 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

  • Chen, Jie, Cheen-Hau Tan, Junhui Hou, Lap-Pui Chau, and He Li. "Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework." CVPR 2018 [paper] [Dr. Jie Chen's GIT (dataset available)] [Prof. Lap-Pui Chau's homepage]
  • Robust Video Content Alignment and Compensation for Clear Vision Through the Rain [ArXiv](tips: I guess this is the extended journal version)

• RNN

  • Liu, Jiaying, Wenhan Yang, Shuai Yang, Zongming Guo. "Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos." CVPR 2018 [paper TBA][Prof. Jiaying Liu's homepage] [Dr. Wenhan Yang's homepage]

• 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] [reimplement code] [author code] (tips: this research focuses on reducing the effets form the adherent rain drops instead of rain streaks removal)

• Multi-stream Dense Network (DID-MDN)

  • 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)

  • Fast Single Image Rain Removal via a Deep Decomposition-Composition Network. Li, Siyuan, Wenqi Ren, Jiawan Zhang, Jinke Yu, and Xiaojie Guo. [paper] [Prof. Xiaojie Guo's homepage (code TBA)] [Prof. Wenqi Ren's homepage (code TBA)]

• 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)

  • Deep joint rain detection and removal from a single image. [PDF] [project (codes data results)] [Dr. Wenhan Yang's homepage]

• 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)

  • Joint Bi-layer Optimization for Single-image Rain Streak Removal. [paper] [Dr. Zhu's homepage]

• 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

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

  • Rain streak removal using layer priors. [paper]
  • Single Image Rain Streak Decomposition Using Layer Priors. [paper] [rainy images dataset] [Li's homepage]

• Discriminative sparse coding (Luo et al. ICCV 2015 Luo et al.)

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

• 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)

  • Adherent raindrop modeling, detectionand removal in video. [paper] [project page]

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

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

• Restoring An Image Taken Through a Window Covered with Dirt or Rain (David Eigen et al. ICCV 2013)

  • Restoring An Image Taken Through a Window Covered with Dirt or Rain [paper][codes]

• Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition (Li-Wei Kang et al. TIP 2012)

  • Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition [paper][codes]