Adaptive underwater image enhancement based on color compensation and fusion

被引:0
作者
Xuedong Zhu
Mingxing Lin
Mingyue Zhao
Wenjing Fan
Chenggang Dai
机构
[1] Shandong University,School of Mechanical Engineering
[2] Shandong University,School of Mechanical Engineering, National Demonstration Center for Experimental Mechanical Engineering
[3] Shandong University,Key School of Mechanical Engineering, Laboratory of High
[4] Qingdao University of Technology,Efficiency and Clean Mechanical Manufacture of Ministry of Education
来源
Signal, Image and Video Processing | 2023年 / 17卷
关键词
Underwater image enhancement; Color compensation; Color correction; Local adaptive contrast enhancement; Image fusion;
D O I
暂无
中图分类号
学科分类号
摘要
Underwater images typically suffer from color deviation, low contrast and poor visibility. To deal with these problems, we propose an adaptive underwater image enhancement method based on color compensation and fusion. We first apply adaptive color compensation to the original underwater image, followed by color correction. And we continue to apply local adaptive contrast enhancement to the color-corrected image. Finally, we combine the contrast-enhanced image with the color-corrected image using a multi-scale fusion technique. The algorithm can more successfully increase underwater image deviation and blurring, as well as image contrast and local detail enhancement, according to experiments, which demonstrate that it is more adaptable to varied underwater scene types than existing methods.
引用
收藏
页码:2201 / 2210
页数:9
相关论文
共 37 条
[1]  
Zhou Y(2022)Underwater image enhancement via physical-feedback adversarial transfer learning IEEE J. Oceanic Eng. 47 76-87
[2]  
Yan K(2021)Retinex-inspired color correction and detail preserved fusion for under image enhancement Comput. Electron. Agric. 192 1006585-5
[3]  
Li X(2022)Auto color correction of underwater images Utilizing depth information IEEE Geosci. Remote Sens. Lett. 19 1-28
[4]  
Zhang W(2021)Enhancing underwater image via color correction and Bi-interval contrast enhancement Signal Process. Image Commun. 90 116030-2353
[5]  
Dong L(2022)Underwater image processing technologies: a comprehensive review, challenges, and recent trends Appl. Intell. 54 1-163
[6]  
Xu W(2022)Underwater image restoration via backscatter pixel prior and color compensation Eng. Appl. Artif. Intell. 111 104785-91
[7]  
Zhou J(2011)Single image haze removal using dark channel prior IEEE Trans. Pattern Anal. 33 2341-393
[8]  
Zhang D(2022)Underwater single-image restoration with transmission estimation using color constancy J. Mar. Sci. Eng. 10 430-2547
[9]  
Zhang W(2020)Single underwater image restoration by decomposing curves of attenuating color Opt. Laser Technol. 123 105947-67
[10]  
Dong L(2021)Underwater image enhancement based on differential channel gain and improved retinex Laser Optoelectron. Prog. 58 156-64