codingboo / derainzoo

DerainZoo for collecting deraining methods, datasets, and codes.

DerainZoo

• DerainZoo: A list of deraining methods. Papers, codes and datasets are maintained. Other sources about deraining can be observed [here].

• Deraining datasets are available at the website.

• More datasets about other image processing task (brightening, HDR, color enhancement, and inpainting) are available here.

Author:

Name	E-mail
Youzhao Yang	[email protected]

State-Of-The-Art deraining methods (single image & video)

2019

• Physics-Based Rendering for Improving Robustness to Rain (2019 ICCV)

  • Shirsendu Sukanta Halder et al. Physics-Based Rendering for Improving Robustness to Rain [paper][codes TAB]

• RainFlow: Optical Flow Under Rain Streaks and Rain Veiling Effect (2019 ICCV)

  • Ruoteng Li et al. RainFlow: Optical Flow Under Rain Streaks and Rain Veiling Effect [paper][codes][website]

• Deep Learning for Seeing Through Window With Raindrops (2019 ICCV)

  • Yuhui Quan et al. Deep Learning for Seeing Through Window With Raindrops [paper][codes TAB]

• ERL-Net: Entangled Representation Learning for Single Image De-Raining (2019 ICCV)

  • Guoqing Wang, Changming Sun et al. ERL-Net: Entangled Representation Learning for Single Image De-Raining [paper][codes]

• D3R-Net: Dynamic Routing Residue Recurrent Network for Video Rain Removal (2019 TIP)

  • Wenhan Yang et al. D3R-Net: Dynamic Routing Residue Recurrent Network for Video Rain Removal [paper][code TAB]

• Single Image Deraining via Recurrent Hierarchy and Enhancement Network (2019 ACM MM)

  • Youzhao Yang et al. Single Image Deraining via Recurrent Hierarchy and Enhancement Network. [paper TAB][code TAB]

• DTDN: Dual-task De-raining Network (2019 ACM MM)

  • DTDN: Dual-task De-raining Network [paper TAB][codes TAB]

• Gradual Network for Single Image De-raining (2019 ACM MM)

  • Gradual Network for Single Image De-raining [paper TAB][codes TAB]

• An Effective Two-Branch Model-Based Deep Network for Single Image Deraining (2019 Arxiv)

  • Wang Yinglong et al. An Effective Two-Branch Model-Based Deep Network for Single Image Deraining. [paper]

• Single Image Deraining using a Recurrent Multi-scale Aggregation and Enhancement Network (2019 ICME)

  • Yang Youzhao el al. Single Image Deraining using a Recurrent Multi-scale Aggregation and Enhancement Network [paper][code]

• Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration (2019 CVPR)

  • Liu Xing et al. Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration [paper][code]

• Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning (2019 CVPR)

  • Li Ruoteng et al. Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning [paper][code][dataset]

• Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset (2019 CVPR)

  • Wang Tianyu et al. Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset [paper][code][github.io][dataset]

• Single Image Deraining: A Comprehensive Benchmark Analysis (2019 CVPR)

  • Siyuan Li et al. Single Image Deraining: A Comprehensive Benchmark Analysis [paper][code][dataset TAB]

• DAF-Net: Depth-attentional Features for Single-image Rain Removal (2019 CVPR)

  • Hu Xiaowei et al. Depth-attentional Features for Single-image Rain Removal [paper][code][github.io]

• Semi-supervised Transfer Learning for Image Rain Removal (2019 CVPR)

  • Wei Wei et al. Semi-supervised Transfer Learning for Image Rain Removal [paper]

• PReNet: Progressive Image Deraining Networks: A Better and Simpler Baseline (2019 CVPR)

  • Ren Dongwei et al. Progressive Image Deraining Networks: A Better and Simpler Baseline [paper][code]

• RR-GAN: Single Image Rain Removal Without Paired Information (2019 AAAI)

  • Zhu et al. RR-GAN: Single Image Rain Removal Without Paired Information [paper]

• Morphological Networks for Image De-raining (Arxiv2019)

  • Mondal et al. Morphological Networks for Image De-raining [paper]

2018

• Rain Removal By Image Quasi-Sparsity Priors (Arxiv2018)

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

• Removing rain streaks by a linear model (Arxiv2018)

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

• Rain Streak Removal for Single Image via Kernel Guided CNN (Arxiv2018)

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

• Physics-Based Generative Adversarial Models for Image Restoration and Beyond (Arxiv2018)

  • Pan Jinshan et al. Physics-Based Generative Adversarial Models for Image Restoration and Beyond [paper][code]

• Unsupervised Single Image Deraining with Self-supervised Constraints (Arxiv2018)

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

• Self-Refining Deep Symmetry Enhanced Network for Rain Removal (Arxiv2018)

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

• A Deep Tree-Structured Fusion Model for Single Image Deraining (Arxiv2018)

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

• Lightweight Pyramid Networks (Arxiv 2018)

  • Fu Xueyang et al. Lightweight Pyramid Networks for Image Deraining. [paper] [Dr. Xueyang Fu's homepage]

• Deep Decomposition-Composition Network (ArXiv2018)

  • Li Siyuan et al. Fast Single Image Rain Removal via a Deep Decomposition-Composition Network [paper] [Prof. Xiaojie Guo's homepage (code TBA)] [Prof. Wenqi Ren's homepage (code TBA)]

• Simultaneous Fidelity and Regularization Learning (ArXiv2018)

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

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

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

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

  • Pu Jinchuan et al. Removing rain based on a Cycle Generative Adversarial Network [paper]

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

  • Li Xia et al. Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining [paper] [github.io]

• Residual-Guide feature fusion network (2018 ACMMM)

  • Fan Zhiwen et al. Residual-Guide Feature Fusion Network for Single Image Deraining*. [paper]

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

  • Li Guanbin et al. Non-locally Enhanced Encoder-Decoder Network for Single Image De-raining [paper][code]

• Dual CNN (structure and detail) (2018 CVPR)

  • Pan Jinshan et al. Learning Dual Convolutional Neural Networks for Low-Level Vision [paper] [project (trained model and codes available]

• Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework (2018 CVPR)

  • Chen Jie et al. Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework [paper] [Dr. Jie Chen's GIT (dataset available)] [Prof. Lap-Pui Chau's homepage]
  • Chen Jie et al. Robust Video Content Alignment and Compensation for Clear Vision Through the Rain [paper](tips: I guess this is the extended journal version)

• Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos (2018 CVPR)

  • Liu Jiaying et al. Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos [paper][code][Prof. Jiaying Liu's homepage] [Dr. Wenhan Yang's homepage]

• Attentive GAN: Attentive Generative Adversarial Network for Raindrop Removal from a Single Image (2018 CVPR)

  • Qian Rui et al. Attentive Generative Adversarial Network for Raindrop Removal from a Single Image [paper] [Dr. Rui Qian's homepage (code TBA)] [project] [reimplement code] [code] (tips: this research focuses on reducing the effets form the adherent rain drops instead of rain streaks removal)

• DID-MDN: Multi-stream Dense Network (2018 CVPR)

  • Zhang He et al. Density-aware Single Image De-raining using a Multi-stream Dense Network [paper] [code] [Dr. He Zhang's homepage]

• MSCSC: Video Rain Streak Removal By Multiscale ConvolutionalSparse Coding (2018 CVPR)

  • Li Minghan et al. Video Rain Streak Removal By Multiscale ConvolutionalSparse Coding [paper]  [code] [google site][youtube]

• Directional global sparse (2018 AMM)

  • Deng Liang Jian et al. A directional global sparse model for single image rain removal [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 et al. Single image deraining via decorrelating the rain streaks and background scene in gradient domain [paper]

2017

• Conditional GAN: Image De-raining Using a Conditional Generative Adversarial Network (Arxiv2017)

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

• Transformedlow-rank (2017 ICCV)

  • Chang Yi et al. Transformed Low-Rank Model for Line Pattern Noise Removal. [paper]

• MoG: hould We Encode Rain Streaks in Video as Deterministic or Stochastic (2017 ICCV)

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

• Joint Bi-layer Optimization (2017 ICCV)

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

• Joint Convolutional Analysis and Synthesis Sparse Representation (2017 ICCV)

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

• Tensor based method (FastDeRain) (2017 CVPR)

  • Jiang Taixiang et al. 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) (2017 CVPR)

  • Fu Xueyang et al. Removing rain from single images via a deep detail network. [paper] [code]

• JODER: Deep joint rain detection and removal from a single image (2017 CVPR)

  • Yang Wenhan et al. Deep joint rain detection and removal from a single image. [paper] [code)] [Dr. Wenhan Yang's homepage]

• Matrix decomposition: Video Desnowing and Deraining Based on Matrix Decomposition (2017 CVPR)

  • Ren Weilong et al. Video Desnowing and Deraining Based on Matrix Decomposition. [paper]

• Hierarchical: A Hierarchical Approach for Rain or Snow Removing in a Single Color Image (2017 TIP)

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

• Clearing the skies: A deep network architecture for single-image rain removal (2017 TIP)

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

• Error-optimized sparse representation (2017 TIE)

  • Chen Bohao et al. Error-optimized sparse representation for single image rain removal. [paper]

2015-2016

• Layer prior: Rain streak removal using layer priors (2016 CVPR, 2017 TIP)

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

• Adherent raindrop modeling (2016 TPAMI)

  • You Shaodi et al. Adherent raindrop modeling, detectionand removal in video. [paper] [project page]

• Discriminative sparse coding: Removing rain from a single image via discriminative sparse coding (2015 ICCV)

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

• Temporal correlation and low-rank matrix completion (2015 TIP)

  • Kim JH et al. Video deraining and desnowing using temporal correlation and low-rank matrix completion. [paper] [code]

• Local phase information (2015 IJCV)

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

• Restoring An Image Taken Through a Window Covered with Dirt or Rain (2013 ICCV)

  • David Eigen et al. Restoring An Image Taken Through a Window Covered with Dirt or Rain [paper][codes]

• Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition (2012 TIP)

  • Kang Li Wei et al. Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition [paper][codes]