state-of-the-art methods

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

NameTai-Xiang Jiang

E-mail

Taixiangjiang@gmail.com

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

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 (Fu et al. CVPR 2017 IEEE TIP 2017)
  • Removing rain from single images via a deep detail network. [PDF] [code]
  • 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]
• Deep Joint Rain Detection and Removal (Yang et al. CVPR 2017)
  • Deep joint rain detection and removal from a single image. [PDF] [project (codes data results)]
• 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] [code]
• 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]

2018

• Directional global sparse (Deng et al. Applied Mathematical Modelling)
  • A directional global sparse model for single image rain removal. [paper] [code]
• Robust Video Content Alignment and Compensation (Chen et al. CVPR 2018 spotlight)
  • Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework. [paper]
• Decorrelate in gradient domain (Du et al. Pattern Recognition 2018)
  • Single image deraining via decorrelating the rain streaks and background scene in gradient domain. [paper]
• Deep Decomposition-Composition Network (Li et al. ArXiv 2018)
  • Fast Single Image Rain Removal via a Deep Decomposition-Composition Network. [paper] [Guo xiao jie'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]
• Multiscale convolutional sparse coding (Li et al. CVPR 2018)
  • Video Rain Streak Removal By Multiscale ConvolutionalSparse Coding. [paper TBA] [Li's git (code TBA)]
• Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos. (Liu et al. CVPR 2018) [paper TBA]
• Attentive GAN (Rui et al. CVPR 2018 spotlight)
  • Attentive Generative Adversarial Network for Raindrop Removal from a Single Image. [paper] [Rui's homepage (code TBA)] [project]
• Multi-stream Dense Network (Zhang et al. CVPR 2018
  • Density-aware Single Image De-raining using a Multi-stream Dense Network. [paper] [code]
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