The list is maintained by Dejia Xu and Wenhan Yang.

• W. Yang, R. T. Tan, J. Feng, J. Liu, Z. Guo, and S. Yan, “Deep Joint Rain Detection and Removal from a Single Image,” in 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, pp. 1685–1694. [PDF]

• X. Zhang, M.-T. Sun, L. Fang, and O. C. Au, “Joint Denoising and demosaicking of noisy CFA images based on inter-color correlation,” in 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2014, pp. 5784–5788.

• D. Y. Chen, C. C. Chen, and L. W. Kang, “Visual Depth Guided Color Image Rain Streaks Removal Using Sparse Coding,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 24, no. 8, pp. 1430–1455, Aug. 2014.

• J. Chen and L. P. Chau, “A Rain Pixel Recovery Algorithm for Videos With Highly Dynamic Scenes,” IEEE Transactions on Image Processing, vol. 23, no. 3, pp. 1097–1104, Mar. 2014. [PDF]

• Y. L. Chen and C. T. Hsu, “A Generalized Low-Rank Appearance Model for Spatio-temporally Correlated Rain Streaks,” in 2013 IEEE International Conference on Computer Vision, 2013, pp. 1968–1975.

• D. Eigen, D. Krishnan, and R. Fergus, “Restoring an Image Taken through a Window Covered with Dirt or Rain,” in 2013 IEEE International Conference on Computer Vision, 2013, pp. 633–640.

• C. Huang, X. Ding, C. Fang, and D. Wen, “Robust Image Restoration via Adaptive Low-Rank Approximation and Joint Kernel Regression,” IEEE Transactions on Image Processing, vol. 23, no. 12, pp. 5284–5297, Dec. 2014.

• D. A. Huang, L. W. Kang, Y. C. F. Wang, and C. W. Lin, “Self-Learning Based Image Decomposition With Applications to Single Image Denoising,” IEEE Transactions on Multimedia, vol. 16, no. 1, pp. 83–93, Jan. 2014.

• L. W. Kang, C. W. Lin, and Y. H. Fu, “Automatic Single-Image-Based Rain Streaks Removal via Image Decomposition,” IEEE Transactions on Image Processing, vol. 21, no. 4, pp. 1742–1755, Apr. 2012.

• S. H. Sun, S. P. Fan, and Y. C. F. Wang, “Exploiting image structural similarity for single image rain removal,” in 2014 IEEE International Conference on Image Processing (ICIP), 2014, pp. 4482–4486.

• J. H. Kim, J. Y. Sim, and C. S. Kim, “Stereo video deraining and desnowing based on spatiotemporal frame warping,” in 2014 IEEE International Conference on Image Processing (ICIP), 2014, pp. 5432–5436.

• J. H. Kim, J. Y. Sim, and C. S. Kim, “Video Deraining and Desnowing Using Temporal Correlation and Low-Rank Matrix Completion,” IEEE Transactions on Image Processing, vol. 24, no. 9, pp. 2658–2670, Sep. 2015.

• A. K. Tripathi and S. Mukhopadhyay, “Meteorological approach for detection and removal of rain from videos,” IET Computer Vision, vol. 7, no. 1, pp. 36–47, Feb. 2013.

• S. You, R. T. Tan, R. Kawakami, Y. Mukaigawa, and K. Ikeuchi, “Adherent Raindrop Modeling, Detectionand Removal in Video,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 9, pp. 1721–1733, Sep. 2016.

• X. Zhao, P. Liu, J. Liu, and X. Tang, “Removal of dynamic weather conditions based on variable time window,” IET Computer Vision, vol. 7, no. 4, pp. 219–226, Aug. 2013.

• X. Fu, J. Huang, X. Ding, Y. Liao, and J. Paisley, “Clearing the Skies: A Deep Network Architecture for Single-Image Rain Removal,” IEEE Transactions on Image Processing, vol. 26, no. 6, pp. 2944–2956, Jun. 2017. [PDF]

• T. X. Jiang, T. Z. Huang, X. L. Zhao, L. J. Deng, and Y. Wang, “A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors,” in 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, pp. 2818–2827.

• Y. Li, R. T. Tan, X. Guo, J. Lu, and M. S. Brown, “Single Image Rain Streak Decomposition Using Layer Priors,” IEEE Transactions on Image Processing, vol. 26, no. 8, pp. 3874–3885, Aug. 2017.

• W. Ren, J. Tian, Z. Han, A. Chan, and Y. Tang, “Video Desnowing and Deraining Based on Matrix Decomposition,” in 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, pp. 2838–2847.

• Y. Wang, S. Liu, C. Chen, and B. Zeng, “A Hierarchical Approach for Rain or Snow Removing in a Single Color Image,” IEEE Transactions on Image Processing, vol. 26, no. 8, pp. 3936–3950, Aug. 2017.

• W. Wei, L. Yi, Q. Xie, Q. Zhao, D. Meng, Z. Xu, "Should We Encode Rain Streaks in Video as Deterministic or Stochastic?", in ICCV'17

• L. Zhu, C. Fu, D. Lischinski, P. Heng, "Joint Bi-Layer Optimization for Single-Image Rain Streak Removal", in ICCV'17

• I. Kligvasser, T. Shaham, T. Michaeli, "xUnit: Learning a Spatial Activation Function for Efficient Image Restoration", arxiv

• L. Shen, Z. Yue, Q. Chen, F. Feng, J. Ma, "Deep joint removal from single images", arxiv

• H. Zhang, V. Patel, "Density-aware Single Image De-raining using a Multi-stream Dense Network", arxiv, in CVPR'18

• T. Jiang, T. Huang, X. Zhao, L. Deng, Y. Wang, "FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors", arxiv

• J. Chen, C. Tan, J. Hou, L. Chau, H. Li, "Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework", arxiv, in CVPR'18

• S. LI, W. Ren, J. Zhang, J. Yu, X. Guo, "Fast Single Image Rain Removal via a Deep Decomposition-Composition Network", arxiv

• Z. Fan, H. Wu, X. Fu, Y. Hunag, X. Ding, "Residual-Guide Feature Fusion Network for Single Image Deraining", arxiv

• J. Chen, C. Tan, J. Hou, L. Chau, H. Li, "Robust Video Content Alignment and Compensation for Clear Vision Through the Rain", arxiv

• X. Fu, B. Liang, Y. Huang, X. Ding, J. Paisley, "Lightweight Pyramid Networks for Image Deraining". arxiv

• X. Li, J. Wu, Z. Lin, H. Liu, H. Zha, "Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining", arxiv, in ECCV'18

• R. Qian, R. Tan, W. Yang, J. Su, J. Liu, "Attentive Generative Adversarial Network for Raindrop Removal From a Single Image", in CVPR'18

• M. Li, Q. Xie, Q. Zhao, W. Wei, S. Gu, J. Tao, D. Meng, "Video Rain Streak Removal by Multiscale Convolutional Sparse Coding", in CVPR'18

• J. Liu, W. Yang, S. Yang, Z. Guo, "Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos", in CVPR'18

• K. Park, S. Yu, J.Jeong, "A contrast restoration method for effective single image rain removal algorithm", ieeexplore

• J. Pu, X. Chen, L. Zhang. "Removing rain based on a cycle generative adversarial network", ieeexplore

• S. Du, Y. Liu, M. Ye, Z. Xu, J. Li, J. Liu, "Single image deraining via decorrelating the rain streaks and background scene in gradient domain"， in Pattern Recognition Volume 79, July 2018, Pages 303-317, link

• D. Ren, W. Zuo, D. Zhang, L. Zhang, M. Yang, "Simultaneous Fidelity and Regularization Learning for Image Restoration", arxiv