Journal of Optoelectronics · Laser, Volume. 35, Issue 4, 379(2024)

A multi-branch feature cascade image deraining network based on the attention mechanism

SONG Yuqin*, ZHAO Jitao, and SHANG Chunliang
Author Affiliations
  • [in Chinese]
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    References(13)

    [2] [2] ZHU K G,PENG C,JING C Y,et al.Suppression of motion noise based on a linear-homomorphic filtering algorithm in airborne electromagnetic survey[J].Geophysical Prospecting,2021,69(5):1102-1115.

    [4] [4] YASARLA R,VALANARASU J M J,PATEL V M.Exploring overcomplete representations for single image deraining using cnns[J].IEEE Journal of Selected Topics in Signal Processing,2020,15(2):229-239.

    [5] [5] KULKARNI A,PATIL P W,MURALA S.Progressive subtractive recurrent lightweight network for video deraining[J].IEEE Signal Processing Letters,2021,29:229-233.

    [6] [6] HU X W,FU C W,ZHU L,et al.Depth-attentional features for single-image rain removal[C]//IEEE Conference on Computer Vision and Pattern Recognition,June 15-20,2019,Long Beach,CA,USA.Piscataway:IEEE,2019:8022-8031.

    [7] [7] LI L D,ZHOU Y,GU K,et al.Blind realistic blur assessment based on discrepancy learning[J].IEEE Transactions on Circuits and Systems for Video Technology,2019,30(11):3859-3869.

    [8] [8] YANG Y Z,RAN W,LU H.Rddan:A residual dense dilated aggregated network for single image deraining[C]//2020 IEEE International Conference on Multimedia and Expo (ICME),July 6-10,2020,London,UK.Piscataway:IEEE,2020:1-6.

    [9] [9] YANG W,TAN R T,WANG S,et al.Single image deraining: From model-based to data-driven and beyond[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2020,43(11):4059-4077.

    [11] [11] LENG Z,CHEN J,LIN S N.Learning instance motion segmentation with geometric embedding[J].IEEE Access,2021,9:56812-56821.

    [13] [13] YANG W,TANR T,FENGJ,et al.Deep joint rain detection and removal from a single image[C]//2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR),July 21-16,2017,Honolulu,HI,USA.Piscataway:IEEE,2017:1357-1366.

    [14] [14] ZHANG H,SINDAGI V,PATEL V M.Image de-raining using a conditional generative adversarial network[J].IEEE Transactions on Circuits and Systems for Video Technology,2020,30(11):3943-3956.

    [15] [15] FU X,HUANG J,ZENG D,et al.Removing rain from single images via a deep detail network[C]//2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR),July 16-21,2017,Honolulu,HI,USA.Piscataway:IEEE,2017:3855-3863.

    [16] [16] 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 16-21,2017,Honolulu,HI,USA.Piscataway:IEEE,2017:1357-1366.

    [17] [17] REN D,ZUO W,HU Q,et al.Progressive image deraining networks: A better and simpler baseline[C]//IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),June 15-20,2019,Long Beach,CA,USA.Piscataway:IEEE,2019:3937-3946.

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    SONG Yuqin, ZHAO Jitao, SHANG Chunliang. A multi-branch feature cascade image deraining network based on the attention mechanism[J]. Journal of Optoelectronics · Laser, 2024, 35(4): 379

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    Paper Information

    Received: Apr. 19, 2023

    Accepted: --

    Published Online: Sep. 24, 2024

    The Author Email: SONG Yuqin (1542094492@qq.com)

    DOI:10.16136/j.joel.2024.04.0200

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