Deep Joint Rain Detection and Removal from a Single Image

Preprint English OPEN
Yang, Wenhan; Tan, Robby T.; Feng, Jiashi; Liu, Jiaying; Guo, Zongming; Yan, Shuicheng;
(2016)
  • Subject: Computer Science - Computer Vision and Pattern Recognition

In this paper, we address a rain removal problem from a single image, even in the presence of heavy rain and rain streak accumulation. Our core ideas lie in the new rain image models and a novel deep learning architecture. We first modify an existing model comprising a ... View more
  • References (48)
    48 references, page 1 of 5

    [1] F. Agostinelli, M. R. Anderson, and H. Lee. Adaptive multi-column deep neural networks with application to robust image denoising. In NIPS. 2013.

    [2] P. C. Barnum, S. Narasimhan, and T. Kanade. Analysis of rain and snow in frequency space. International Journal of Computer Vision, 86(2- 3):256-274, 2010.

    [3] J. Bossu, N. Hautie`re, and J.-P. Tarel. Rain or snow detection in image sequences through use of a histogram of orientation of streaks. International journal of computer vision, 93(3):348-367, 2011.

    [4] N. Brewer and N. Liu. Using the shape characteristics of rain to identify and remove rain from video. In Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR), pages 451-458. Springer, 2008.

    [5] H. C. Burger, C. J. Schuler, and S. Harmeling. Image denoising with multi-layer perceptrons, part 1: comparison with existing algorithms and with bounds. arXiv:1211.1544.

    [6] H. C. Burger, C. J. Schuler, and S. Harmeling. Image denoising with multi-layer perceptrons, part 2: training trade-offs and analysis of their mechanisms. arXiv:1211.1552.

    [7] B. Cai, X. Xu, K. Jia, C. Qing, and D. Tao. Dehazenet: An end-to-end system for single image haze removal. arXiv preprint arXiv:1601.07661, 2016.

    [8] B. Cai, X. Xu, K. Jia, C. Qing, and D. Tao. Dehazenet: An end-to-end system for single image haze removal. IEEE Transactions on Image Processing, PP(99):1-1, 2016.

    [9] Y.-L. Chen and C.-T. Hsu. A generalized low-rank appearance model for spatio-temporally correlated rain streaks. In Proceedings of the IEEE International Conference on Computer Vision, pages 1968-1975, 2013.

    [10] Z. Cui, H. Chang, S. Shan, B. Zhong, and X. Chen. Deep network cascade for image super-resolution. In ECCV. 2014.

  • Related Organizations (2)
  • Metrics
Share - Bookmark