Details of Research Outputs

Status已发表Published
TitleSingle underwater image enhancement based on differential attenuation compensation
Creator
Date Issued2022-11-11
Source PublicationFrontiers in Marine Science
ISSN2296-7745
Volume9
Abstract

High quality underwater images and videos are important for exploitation tasks in the underwater environment, but the complexity of the underwater imaging environment makes the quality of the acquired underwater images generally low. To correct the chromatic aberration and enhance the sharpness of underwater images in order to improve the quality of underwater images, we based on the differential compensation proposed a Differential Attenuation Compensation (DAC) method. The underwater image is contrast stretched to improve the contrast of the image, as well as the underwater image is denoised, for the red channel with serious loss of detail information we choose the blue and green channels with more detail information to compensate for this, and finally the image is restored through the grayscale world to obtain more realistic colors. Our method is qualitatively and quantitatively compared with multiple state-of-the-art methods in the public underwater image dataset, underwater image enhancement benchmark (UIEB) and enhancing underwater visual perception (EUVP), demonstrating that the underwater images processed by our method better resolve the problems of chromatic aberration and blur, with more realistic color, detail and better underwater image quality evaluation indicators.

Keywordcontrast stretching differential attenuation compensation image enhancement machine vision underwater image
DOI10.3389/fmars.2022.1047053
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaEnvironmental Sciences & Ecology ; Marine & Freshwater Biology
WOS SubjectEnvironmental Sciences ; Marine & Freshwater Biology
WOS IDWOS:000890254500001
Scopus ID2-s2.0-85142651526
Citation statistics
Cited Times:16[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/10137
CollectionFaculty of Science and Technology
Corresponding AuthorZhou, Zhuang
Affiliation
1.Key Laboratory of Intelligent Detection in Complex Environment of Aerospace Land and Sea,Beijing Institute of Technology,Zhuhai,China
2.Hong Kong Baptist University United International College,Beijing Normal University,Zhuhai,China
Recommended Citation
GB/T 7714
Lai, Yunting,Zhou, Zhuang,Su, Binghuaet al. Single underwater image enhancement based on differential attenuation compensation[J]. Frontiers in Marine Science, 2022, 9.
APA Lai, Yunting., Zhou, Zhuang., Su, Binghua., Xuanyuan, Zhe., Tang, Jialin., .. & Chen, Jiongjiang. (2022). Single underwater image enhancement based on differential attenuation compensation. Frontiers in Marine Science, 9.
MLA Lai, Yunting,et al."Single underwater image enhancement based on differential attenuation compensation". Frontiers in Marine Science 9(2022).
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