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
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ISSN/eISSN | 2296-7745 |
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 |
DOI | 10.3389/fmars.2022.1047053 |
URL | 查看来源 |
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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