Journal of Optoelectronics · Laser, Volume. 34, Issue 8, 823(2023)

Combining deep learning and multi-scale Retinex for underwater images enhancement

ZHANG Lianjun1、*, ZHANG Peng2, CHEN Fen1,2, TONG Xin1, SU Tao2, and YANG Fuhao1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(14)

    [1] [1] LU H,UEMURA T,WANG D,et al.Deep-sea organisms tracking using dehazing and deep learning[J].Mobile Networks and Application,2018,25(3):1008-1015.

    [2] [2] HE K M,SUN J,TANG X O.Single image haze removal using dark channel prior[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2011,33(12):2341-2353.

    [3] [3] GALDRAN A,PARDO D,PICON A,et al.Automatic red-channel underwater image restoration[J].Journal of Visual Communication and Image Representation,2015,26:132-145.

    [4] [4] WANG B,LI C.A visual hierarchical framework based model for underwater image enhancement[J].Frontiers of Computer Science,2019,13(3):665-667.

    [6] [6] FU X Y, ZHUANG P X, HUANG Y,et al.A retinex-based enhancing approach for single underwater image[C]//IEEE International Conference on Image Processing (ICIP),October 27-30,2014,Paris,France,New York:IEEE,2014:4572-4576.

    [7] [7] ANCUTI C,ANCUTI C O,HABER T,et al.Enhancing underwater images and videos by fusion[C]//IEEE Conference on Computer Vision and Pattern Recognition,June 16-21,2012,Providence,RI,USA.New York:IEEE,2012:81-88.

    [8] [8] KHAN A,ALI S S,MALIK A S,et al.Underwater image enhancement by wavelet based fusion[C]//IEEE 6th International Conference on Underwater System Technology: Theory & Applications,December 13-14,2016,Penang,Malaysia.New York:IEEE,2016:83-86.

    [9] [9] LI J,SKINNER K A,EUSTICE R M,et al.Water GAN:Unsupervised generative network to enable real-time color correction of monocular underwater images[J].IEEE Robotics and Automation Letters,2018,3(1):387-394.

    [10] [10] PEREZ J,ATTANASIO A C,NECHYPORENKO N,et al.A deep learning approach for underwater image enhancement[C]//International Work-Conference on the Interplay Between Natural and Artificial Computation,June 19-23,2017,Corunna,Spain.Cham:Springer,2017:183-192.

    [11] [11] CAO K,PENG Y,COSMAN P C.Underwater image restoration using deep networks to estimate background light and scene depth[C]//IEEE Southwest Symposium on Image Analysis and Interpretation,April 8-10,2018,Las Vegas,NV,USA.New York:IEEE,2018:1-4.

    [12] [12] PAN P W,YUAN F,CHENG E,et al.Underwater image de-scattering and enhancing using dehazenet and HWD[J].Journal of Marine Science,2018,26(4):531-540.

    [13] [13] LI C Y,ANWAR S,PORIKLI F.Underwater scene prior inspired deep underwater image and video enhancement[J].Pattern Recognition,2020,98:107038.

    [14] [14] NAIR V,HINTON G E.Rectified linear units improve restricted boltzmann machines[C]//27th International Conference on Machine Learning (ICML-10),June 21-24,2010,Haifa,Israel.North Hollywood:OMNI Press,2010:807-814.

    [15] [15] HE K,SUN J,TANG X.Guided image filtering[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2012,35(6):1397-1409.

    Tools

    Get Citation

    Copy Citation Text

    ZHANG Lianjun, ZHANG Peng, CHEN Fen, TONG Xin, SU Tao, YANG Fuhao. Combining deep learning and multi-scale Retinex for underwater images enhancement[J]. Journal of Optoelectronics · Laser, 2023, 34(8): 823

    Download Citation

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

    Received: Jun. 21, 2022

    Accepted: --

    Published Online: Sep. 25, 2024

    The Author Email: ZHANG Lianjun (zhanglianjun@nbu.edu.cn)

    DOI:10.16136/j.joel.2023.08.0454

    Topics