Electronics Optics & Control, Volume. 30, Issue 11, -1(2023)

An Underwater Image Enhancement Algorithm Based on Multi-Scale Triple Attention

CHEN Haixiu1, LU Kang2, HE Shanshan2, HUANG Zijie2, and FANG Weizhi2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(23)

    [2] [2] PIZER S M, AMBURN E P, AUSTIN J D, et al.Adaptive histogram equalization and its variations[J].Computer Vision Graphics & Image Processing, 1987, 39(3):355-368.

    [3] [3] LIU Y C, CHAN W H, CHEN Y Q.Automatic white balance for digital still camera[J].IEEE Transactions on Consumer Electronics, 1995, 41(3):460-466.

    [4] [4] GALDRAN A, PARDO D, PICN A, et al.Automatic red-channel underwater image restoration[J].Journal of Visual Communication and Image Representation, 2015, 26:132-145.

    [5] [5] LI C Y, GUO J C, CONG R M, et al.Underwater image enhancement by dehazing with minimum information loss and histogram distribution prior[J].IEEE Transactions on Image Processing, 2016, 25(12):5664-5677.

    [8] [8] FABBRI C, ISLAM M J, SATTAR J.Enhancing underwater imagery using generative adversarial networks[C]//IEEE International Conference on Robotics and Automation(ICRA).Brisbane:IEEE, 2018:7159-7165.

    [9] [9] ISLAM M J, XIA Y, SATTAR J.Fast underwater image enhancement for improved visual perception[J].IEEE Robotics and Automation Letters, 2020, 5(2):3227-3234.

    [10] [10] QIN X, WANG Z L, BAI Y C, et al.FFA-Net:feature fusion attention network for single image dehazing[C]//Proceedings of the AAAI Conference on Artificial Intelligence.New York:AAAI, 2020:11908-11915.

    [11] [11] LI C, WAND M.Precomputed real-time texture synthesis with Markovian generative adversarial networks[C]//European Conference on Computer Vision.Cham:Springer, 2016:702-716.

    [12] [12] IGNATOV A, KOBYSHEV N, TIMOFTE R, et al.DSLR-quality photos on mobile devices with deep convolutional networks[C]//IEEE International Conference on Computer Vision(ICCV).Venice:IEEE, 2017:3277-3285.

    [13] [13] JOHNSON J, ALAHI A, LI F F.Perceptual losses for real-time style transfer and super-resolution[C]//Europe-an Conference on Computer Vision.Cham:Springer, 2016:694-711.

    [14] [14] PENG Y T, COSMAN P C.Underwater image restoration based on image blurriness and light absorption[J].IEEE Transactions on Image Processing, 2017, 26(4):1579-1594.

    [15] [15] LI C Y, GUO C L, REN W Q, et al.An underwater image enhancement benchmark dataset and beyond[J].IEEE Transactions on Image Processing, 2019, 29:4376-4389.

    [16] [16] LI C Y, ANWAR S, PORIKLI F.Underwater scene prior inspired deep underwater image and video enhancement[J].Pattern Recognition, 2020, 98:107038.

    [17] [17] WANG Y D, GUO J C, GAO H, et al.UIEC^2-Net:CNN-based underwater image enhancement using two color space[J].Signal Processing:Image Communication, 2021, 96:116250.

    [18] [18] FABBRI C, ISLAM M J, SATTAR J.Enhancing underwater imagery using generative adversarial networks[C]//IEEE International Conference on Robotics and Automation(ICRA).Brisbane: IEEE, 2018:7159-7165.

    [19] [19] YANG M, SOWMYA A.An underwater color image quality evaluation metric[J].IEEE Transactions on Image Processing, 2015, 24(12):6062-6071.

    [20] [20] PANETTA K, GAO C, AGAIAN S.Human-visual-system-inspired underwater image quality measures[J].IEEE Journal of Oceanic Engineering, 2016, 41(3):541-551.

    [21] [21] MITTAL A, SOUNDARARAJAN R, BOVIK A C.Making a “completely blind” image quality analyzer[J].IEEE Signal Processing Letters, 2012, 20(3):209-212.

    [25] [25] ABU-KHALAF M, LEWIS F L.Nearly optimal control laws for nonlinear systems with saturating actuators using a neural network HJB approach[J].Automatica, 2005, 41(5):779-791.

    [27] [27] HARTJES S.An optimal control approach to helicopter noise and emissions abatement terminal procedures[D].Netherlands:Delft University of Technology, 2015.

    [28] [28] LIU L, WANG Z S, ZHANG H G.Adaptive fault-tolerant tracking control for MIMO discrete-time systems via reinforcement learning algorithm with less learning parameters[J].IEEE Transactions on Automation Science and Engineering, 2016, 14(1):299-313.

    CLP Journals

    [1] WANG Kai, QIU Haitao, SHI Haiyang. The Temperature Compensation Method of Fiber Optic Gyroscope Based on BAS-BP-Bagging Neural Network[J]. Semiconductor Optoelectronics, 2023, 44(4): 519

    Tools

    Get Citation

    Copy Citation Text

    CHEN Haixiu, LU Kang, HE Shanshan, HUANG Zijie, FANG Weizhi. An Underwater Image Enhancement Algorithm Based on Multi-Scale Triple Attention[J]. Electronics Optics & Control, 2023, 30(11): -1

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Nov. 22, 2022

    Accepted: --

    Published Online: Jan. 20, 2024

    The Author Email:

    DOI:10.3969/j.issn.1671-637x.2023.11.009

    Topics