Multi-scale gradient domain underwater image enhancement

被引:0
|
作者
Mi, Zetian [1 ]
Liang, Zheng [1 ]
Wang, Yafei [1 ]
Fu, Xianping [1 ]
Chen, Zhengyu [1 ]
机构
[1] Dalian Maritime Univ, Informat Sci & Technol Coll, Dalian 116026, Peoples R China
来源
2018 OCEANS - MTS/IEEE KOBE TECHNO-OCEANS (OTO) | 2018年
基金
中国国家自然科学基金;
关键词
Underwater image; Edge-preserving image decomposition; Gradient Domain; Color correction; Contrast enhancement;
D O I
暂无
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Underwater images often suffer from low visibility, due to the attenuation and scattering of the propagated light, which are caused by the dense and non-uniform medium. Based on the observation that degradation of underwater images occurs both in contrast and color, this paper aims at compensating the contrast and color saturation of the image respectively. To achieve this, we first white balance the degraded image to remove the color casts while producing a natural appearance of the underwater image. Then propose a multi-scale gradient domain contrast enhancement strategy to increase the visibility, and compensate the attenuation of color saturation according to the estimated transmission. Both qualitative and quantitative results demonstrate the effectiveness of the proposed method. Our method yields accurate results with significantly enhanced contrast and superior color, even better than other state-of-the-art methods.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Underwater image enhancement via extended multi-scale Retinex
    Zhang, Shu
    Wang, Ting
    Dong, Junyu
    Yu, Hui
    NEUROCOMPUTING, 2017, 245 : 1 - 9
  • [2] Multi-scale Fusion Underwater Image Enhancement Using Dark Channel Prior and Guided Filtering
    Liao, Kaibo
    Gong, Baoquan
    Lv, Peilin
    Xie, Wei
    ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT VI, ICIC 2024, 2024, 14867 : 326 - 337
  • [3] Underwater Image Enhancement with Multi-Scale Residual Attention Network
    Ueki, Yosuke
    Ikehara, Masaaki
    2021 INTERNATIONAL CONFERENCE ON VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP), 2021,
  • [5] Multi-scale retinex-based adaptive gray-scale transformation method for underwater image enhancement
    Jingchun Zhou
    Jian Yao
    Weishi Zhang
    Dehuan Zhang
    Multimedia Tools and Applications, 2022, 81 : 1811 - 1831
  • [6] Underwater Image Enhancement Based on Global and Local Equalization of Histogram and Dual-Image Multi-Scale Fusion
    Bai, Linfeng
    Zhang, Weidong
    Pan, Xipeng
    Zhao, Chenping
    IEEE ACCESS, 2020, 8 : 128973 - 128990
  • [7] Multi-scale retinex-based adaptive gray-scale transformation method for underwater image enhancement
    Zhou, Jingchun
    Yao, Jian
    Zhang, Weishi
    Zhang, Dehuan
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (02) : 1811 - 1831
  • [8] Multi-Scale Image Contrast Enhancement
    Vonikakis, V.
    Andreadis, I.
    2008 10TH INTERNATIONAL CONFERENCE ON CONTROL AUTOMATION ROBOTICS & VISION: ICARV 2008, VOLS 1-4, 2008, : 856 - 861
  • [9] Multi-scale underwater image enhancement with optimized homomorphic filter and RGB color correction
    Yang, Peng
    Wu, Heng
    Wang, Tao
    Cheng, Lianglun
    Zhao, Genping
    OPTICAL REVIEW, 2022, 29 (06) : 457 - 468
  • [10] Multi-scale underwater image enhancement with optimized homomorphic filter and RGB color correction
    Peng Yang
    Heng Wu
    Tao Wang
    Lianglun Cheng
    Genping Zhao
    Optical Review, 2022, 29 : 457 - 468