·280· 智能系统学报 第15卷 技术版)，2017,50(4)：391-398 and Pattern Recognition.Honolulu,HI,USA,2017: PANG Yanwei,ZHOU Jun,DENG Junping,et al.Single- 1685-1694 image rain removal algorithm based on image decomposi- [17]ZHANG He.SINDAGI V,PATEL V M.Image de-raining tion and dictionary classification[J].Journal of Tianjin using a conditional generative adversarial network[J/OL]. University (Science and Technology),2017,50(4): IEEE transactions on circuits and systems for video tech- 391-398. 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Joint convolutional analysis and synthesis sparse representation for single image layer separation[C]//Proceedings of 2017 IEEE International Conference on Computer Vision. Venice, Italy, 2017: 1717–1725. [8] XU Jing, ZHAO Wei, LIU Peng, et al. An improved guid￾ance image based method to remove rain and snow in a single image[J]. Computer and information science, 2012, 5(3): 49–55. [9] LIU Changbo, PANG Yanwei, WANG Jian, et al. Fre￾quency domain directional filtering based rain streaks re￾moval from a single color image[C]//Proceedings of the 10th International Conference on Intelligent Computing. Taiyuan, China, 2014: 415–424. [10] KIM J H, LEE C, SIM J Y, et al. Single-image deraining using an adaptive nonlocal means filter[C]//Proceedings of 2013 IEEE International Conference on Image Pro￾cessing. Melbourne, VIC, Australia, 2014: 914–917. [11] CHEN Yilie, HSU C T. A generalized low-rank appear￾ance model for spatio-temporally correlated rain streaks[C]//Proceedings of 2013 IEEE International Con￾ference on Computer Vision. Sydney, NSW, Australia, 2013: 1968–1975. [12] LI Yu, TAN R T, GUO Xiaojie, et al. Rain streak remov￾al using layer priors[C]//Proceedings of 2016 IEEE Con￾ference on Computer Vision and Pattern Recognition. Las Vegas, NV, USA, 2016: 2736-2744. [13] DENG Liangjian, HUANG Tingzhu, ZHAO Xile, et al. A directional global sparse model for single image rain re￾moval[J]. Applied mathematical modelling, 2018, 59: 662–679. [14] FU Xueyang, HUANG Jiabin, DING Xinghao, et al. Clearing the skies: a deep network architecture for single￾image rain removal[J]. IEEE transactions on image pro￾cessing, 2017, 26(6): 2944–2956. [15] YANG Wenhan, TAN R T, FENG Jiashi, et al. Deep joint rain detection and removal from a single image[C]//Pro￾ceedings of 2017 IEEE Conference on Computer Vision [16] and Pattern Recognition. Honolulu, HI, USA, 2017: 1685–1694. ZHANG He, SINDAGI V, PATEL V M. Image de-raining using a conditional generative adversarial network[J/OL]. IEEE transactions on circuits and systems for video tech￾nology: (2019–06–03). https://ieeexplore.ieee.org/docu￾ment/8727938. DOI: 10.1109/TCSVT.2019.2920407. [17] SHYU J J, PEI S C, HUANG Yunda. Design of variable two-dimensional FIR digital filters by McClellan trans￾formation[J]. IEEE transactions on circuits and systems I: regular papers, 2009, 56(3): 574–582. [18] BOUALI M, LADJAL S. Toward optimal destriping of MODIS data using a unidirectional variational model[J]. IEEE transactions on geoscience and remote sensing, 2011, 49(8): 2924–2935. [19] 刘长波. 基于稀疏表示和频域方向滤波的图像雨雪去 除算法 [D]. 天津: 天津大学, 2014: 26–27. LIU Changbo. Sparse coding and frequency domain dir￾ectional filtering based Image rain and snow removal[D]. Tianjin: Tianjin University, 2014: 26–27. [20] 作者简介： 王科平，副教授，博士，主要研究 方向为图像处理、目标跟踪、深度学 习。主持或参与省部级以上科研项目 10 余项，出版专著 1 部。发表学术论 文 30 余篇。 蔡凯利，硕士研究生，主要研究方 向为图像处理。 王红旗，副教授，博士，主要研究 方向为控制理论与应用。主持或参与 省部级以上科研项目 10 余项。发表 学术论文 40余篇。 ·280· 智 能 系 统 学 报 第 15 卷