Underwater image enhancement based on color-line model and homomorphic filtering

被引:19
|
作者
Yu, Haifeng [1 ]
Li, Xinbin [1 ]
Lou, Qian [1 ]
Yan, Lei [1 ]
机构
[1] Yanshan Univ, Inst Elect Engn, Qinhuangdao 066004, Hebei, Peoples R China
基金
中国国家自然科学基金;
关键词
Underwater image; Color-line model; Homomorphic filtering; Non-convex optimization; REGULARIZATION;
D O I
10.1007/s11760-021-01960-z
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The underwater images suffer from low contrast, low visibility and color deviation which caused by scattering and absorption. In this paper, the method based on color-line model and homomorphic filtering is proposed to enhance the underwater image. First of all, the homomorphic filtering is used to remove the color deviation in the underwater image and the obtained image will be used for subsequent processes. Then, the transmission of the underwater image is estimated through the solution of the offsets that the color lines along the background-light vector from the origin. We develop a non-convex optimization function to obtain the transmission of the underwater image. Finally, the color correction is added in the underwater image which obtained by the color-line method. The simulation experiments results show that the proposed method is superior to the current state-of-the-art methods in the four aspects of quantitative analysis, qualitative analysis, color accuracy analysis, and restoring synthesized underwater images.
引用
收藏
页码:83 / 91
页数:9
相关论文
共 50 条
  • [1] Underwater image enhancement based on color-line model and homomorphic filtering
    Haifeng Yu
    Xinbin Li
    Qian Lou
    Lei Yan
    Signal, Image and Video Processing, 2022, 16 : 83 - 91
  • [2] Underwater image enhancement based on color-line model and color correction
    Liang, Xiuman
    Zhao, Zhigang
    Yu, Haifeng
    Liu, Zhendong
    Zhang, Ruicheng
    SIGNAL IMAGE AND VIDEO PROCESSING, 2025, 19 (04)
  • [3] Underwater image enhancement algorithm based on improved color-line model
    Liang, Xiuman
    Yao, Xinzhe
    Liu, Zhendong
    Yu, Haifeng
    CHINESE JOURNAL OF LIQUID CRYSTALS AND DISPLAYS, 2024, 39 (10)
  • [4] GUCL: Generalization of underwater color-line model for underwater image enhancement
    Yao, Xinzhe
    Liang, Xiuman
    Yu, Haifeng
    Liu, Zhendong
    Zhao, Zhigang
    COMPUTERS & ELECTRICAL ENGINEERING, 2024, 118
  • [5] Underwater image restoration based on modified color-line model
    Li, Xinbin
    Lou, Qian
    Yu, Haifeng
    Han, Song
    Yan, Lei
    JOURNAL OF ELECTRONIC IMAGING, 2021, 30 (02)
  • [6] Underwater image restoration by color compensation and color-line model
    Li, Xinbin
    Lei, Chengbo
    Yu, Haifeng
    Feng, Yankai
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2022, 101
  • [7] Underwater Image Restoration Using Color-Line Model
    Zhou, Yuan
    Wu, Qiong
    Yan, Kangming
    Feng, Liyang
    Xiang, Wei
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2019, 29 (03) : 907 - 911
  • [8] NEW COLOR IMAGE ILLUMINATION ENHANCEMENT TECHNIQUE BASED ON HOMOMORPHIC FILTERING
    Jmal, Marwa
    Souidene, Wided
    Attia, Rabah
    2014 5TH EUROPEAN WORKSHOP ON VISUAL INFORMATION PROCESSING (EUVIP 2014), 2014,
  • [9] Homomorphic filtering with image fusion for enhancement of details and homogeneous contrast of underwater image
    Ghani, Ahmad Shahrizan Abdul
    Isa, Nor Ashidi Mat
    INDIAN JOURNAL OF GEO-MARINE SCIENCES, 2015, 44 (12): : 1904 - 1919
  • [10] Practical considerations on color image enhancement using homomorphic filtering
    Voicu, LI
    Myler, HR
    Weeks, AR
    JOURNAL OF ELECTRONIC IMAGING, 1997, 6 (01) : 108 - 113