Laser & Optoelectronics Progress, Volume. 58, Issue 14, 1410008(2021)

Multiscale Nonlocal Neural Network for Single Image Deraining

Xueyan Zhang* and Yanwei Pang
Author Affiliations
  • School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China
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    References(23)

    [2] Chen Y L, Hsu C T. A generalized low-rank appearance model for spatio-temporally correlated rain streaks[C]. //2013 IEEE International Conference on Computer Vision, December 1-8, 2013, Sydney, NSW, Australia., 1968-1975(2013).

    [3] Li Y, Tan R T, Guo X J et al. Rain streak removal using layer priors[C]. //2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA., 2736-2744(2016).

    [4] Eigen D, Krishnan D, Fergus R. Restoring an image taken through a window covered with dirt or rain[C]. //2013 IEEE International Conference on Computer Vision, December 1-8, 2013, Sydney, NSW, Australia., 633-640(2013).

    [6] Zhang T, Zhang L. An object detection algorithm based on multi-scale feature fusion[J]. Laser & Optoelectronics Progress, 58, 021503(2021).

    [7] Zhao J T. Single-image defogging algorithm based on deep learning[J]. Laser & Optoelectronics Progress, 56, 111005(2019).

    [10] Fu X Y, Huang J B, Zeng D L et al. Removing rain from single images via a deep detail network[C]. //2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 1715-1723(2017).

    [11] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C]. //2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA., 770-778(2016).

    [12] Yang W H, Tan R T, Feng J S et al. Deep joint rain detection and removal from a single image[C]. //2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 1685-1694(2017).

    [13] Zhang H, Patel V M. Density-awaresingle image de-raining using a multi-stream dense network[C]. //2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, June 18-23, 2018, Salt Lake City, UT, USA., 695-704(2018).

    [15] Yasarla R, Patel V M. Uncertainty guided multi-scale residual learning-using a cycle spinning CNN for single image de-raining[C]. //2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 15-20, 2019, Long Beach, CA, USA., 8397-8406(2019).

    [16] Shi X J, Chen Z R, Wang H et al. Convolutional LSTM network: a machine learning approach for precipitation nowcasting[J]. Advances in Neural Information Processing Systems, 802-810(2015).

    [18] Huang Z L, Wang X G, Wei Y C et al. CCNet: criss-cross attention for semantic segmentation[C]. //2019 IEEE International Conference on Computer Vision (ICCV), October 27-November 3, 2019, Seoul, Korea, 603-612(2019).

    [19] Liu Y P, Zheng H F, Feng X X et al. Short-term traffic flow prediction with Conv-LSTM[C]. //2017 9th International Conference on Wireless Communications and Signal Processing (WCSP), October 11-13, 2017, Nanjing, China., 1-6(2017).

    [21] Zhang H, Patel V M. Convolutional sparse and low-rank coding-based rain streak removal[C]. //2017 IEEE Winter Conference on Applications of Computer Vision (WACV), March 24-31, 2017, Santa Rosa, CA, USA., 1259-1267(2017).

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    Xueyan Zhang, Yanwei Pang. Multiscale Nonlocal Neural Network for Single Image Deraining[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1410008

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    Paper Information

    Category: Image Processing

    Received: Sep. 28, 2020

    Accepted: Nov. 14, 2020

    Published Online: Jun. 30, 2021

    The Author Email: Zhang Xueyan (xueyanzhang1995@tju.edu.cn)

    DOI:10.3788/LOP202158.1410008

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