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)
  • 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]

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)
  • 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)
  • 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)
  • Multi-stream Dense Network (Zhang et al. CVPR 2018
    • Density-aware Single Image De-raining using a Multi-stream Dense Network. [paper] [code]