Deep Unsupervised Learning for Rain Streak Removal using Time-varying Rain Streak Scene |
Cho, Jaehoon
(School of Electrical Electronic Engineering, Yonsei University)
Jang, Hyunsung (EO/IR R&D Lab., LIG Nex1 Co., Ltd.) Ha, Namkoo (EO/IR R&D Lab., LIG Nex1 Co., Ltd.) Lee, Seungha (EO/IR R&D Lab., LIG Nex1 Co., Ltd.) Park, Sungsoon (EO/IR R&D Lab., LIG Nex1 Co., Ltd.) Sohn, Kwanghoon (School of Electrical Electronic Engineering, Yonsei University) |
1 | X. Fu, J. Huang, D. Zeng, Y. Huang, X. Ding, J. Paisley, et al., "Removing Rain from Single Images via a Deep Detail Network," Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1715-1723, 2017. |
2 | Y. Luo, Y. Xu, and H. Ji, "Removing Rain from a Single Image via Discriminative Sparse Coding," Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3397-3405, 2015. |
3 | S. Choi, S. Kim, K. Park, and K. Sohn, "Multi-spectral Vehicle Detection Based on Convolutional Neural Network," Journal of Korea Multimedia Society, Vol. 19, No. 12, pp. 1909-1918, 2016. DOI |
4 | J. Seo and K. Sohn, “Superpixel-based Vehicle Detection Using Plane Normal Vector in Disparity Space,” Journal of Korea Multimedia Society, Vol. 19, No. 6, pp. 1003-1013, 2016. DOI |
5 | W. Yang, R.T Tan, J. Feng, J. Liu, Z. Guo, S. Yan, et al., "Deep Joint Rain Detection and Removal from a Single Image," Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 1685-1694, 2017. |
6 | https://www.photoshopessentials.com/photo-effects/rain/ (Photoshopessentials.com, Jan., 28, 2019). |
7 | Y.L. Chen and C.T. Hsu, "A Generalized Lowrank Appearance Model for Spatio-temporally Correlated Rain Streaks," Proceedings of IEEE International Conference on Computer Vision, pp. 1968-1975, 2013. |
8 | Y. Li, R.T. Tan, X. Guo, J. Lu, M.S. Brown, et al., "Rain Streak Removal Using Layer Priors," Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2736-2744, 2016. |
9 | A. Vedaldi and K. Lnc, "Matconvnet: Convolutional Neural Networks for Matlab," Proceeding of Association for Computing Machinery International Conference Multimedia, pp. 1-51, 2015. |
10 | 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, 2017. DOI |
11 | G. Schaefer and M. Stich, "UCID: An Uncompressed Color Image Database," Storage and Retrieval Methods and Applications for Multimedia, Vol. 5307, pp. 472-480, 2003. |
12 | H. Zhang, V. Sindagi, and V.M. Patel, "Image De-raining Using a Conditional Generative Adversarial Network," ArXiv, 2017. |