科研成果详情

发表状态已发表Published
题名Single underwater image enhancement based on differential attenuation compensation
作者
发表日期2022-11-11
发表期刊Frontiers in Marine Science
ISSN/eISSN2296-7745
卷号9
摘要

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.

关键词contrast stretching differential attenuation compensation image enhancement machine vision underwater image
DOI10.3389/fmars.2022.1047053
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收录类别SCIE
语种英语English
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology
WOS类目Environmental Sciences ; Marine & Freshwater Biology
WOS记录号WOS:000890254500001
Scopus入藏号2-s2.0-85142651526
引用统计
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/10137
专题理工科技学院
通讯作者Zhou, Zhuang
作者单位
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
推荐引用方式
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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