中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
An Underwater Image Enhancement Method for Different Illumination Conditions Based on Color Tone Correction and Fusion-Based Descattering

文献类型:期刊论文

作者Liu, Yidan1,2; Xu, Huiping1; Shang, Dinghui1,2; Li, Chen1; Quan, Xiangqian1
刊名SENSORS
出版日期2019-12-02
卷号19期号:24页码:22
关键词underwater image enhancement color correction contrast enhancement underwater artificial illumination deep-sea image
DOI10.3390/s19245567
英文摘要In the shallow-water environment, underwater images often present problems like color deviation and low contrast due to light absorption and scattering in the water body, but for deep-sea images, additional problems like uneven brightness and regional color shift can also exist, due to the use of chromatic and inhomogeneous artificial lighting devices. Since the latter situation is rarely studied in the field of underwater image enhancement, we propose a new model to include it in the analysis of underwater image degradation. Based on the theoretical study of the new model, a comprehensive method for enhancing underwater images under different illumination conditions is proposed in this paper. The proposed method is composed of two modules: color-tone correction and fusion-based descattering. In the first module, the regional or full-extent color deviation caused by different types of incident light is corrected via frequency-based color-tone estimation. And in the second module, the residual low contrast and pixel-wise color shift problems are handled by combining the descattering results under the assumption of different states of the image. The proposed method is experimented on laboratory and open-water images of different depths and illumination states. Qualitative and quantitative evaluation results demonstrate that the proposed method outperforms many other methods in enhancing the quality of different types of underwater images, and is especially effective in improving the color accuracy and information content in badly-illuminated regions of underwater images with non-uniform illumination, such as deep-sea images.
资助项目Key Project of Hainan Province Science and Technology Plan[ZDKJ2017005] ; National Natural Science Foundation of China (NSFC)[41530960] ; Strategic Priority Research Program of the Chinese Academy of Sciences[XDA19060403] ; National Key Research and Development Project[2018YFC0307905]
WOS研究方向Chemistry ; Engineering ; Instruments & Instrumentation
语种英语
WOS记录号WOS:000517961400230
出版者MDPI
资助机构Key Project of Hainan Province Science and Technology Plan ; National Natural Science Foundation of China (NSFC) ; Strategic Priority Research Program of the Chinese Academy of Sciences ; National Key Research and Development Project
源URL[http://ir.idsse.ac.cn/handle/183446/7477]  
专题深海工程技术部_深海视频技术研究室
通讯作者Xu, Huiping
作者单位1.Chinese Acad Sci, Inst Deep Sea Sci & Engn, Haikou 572000, Hainan, Peoples R China
2.Tongji Univ, Sch Ocean & Earth Sci, Shanghai 200092, Peoples R China
推荐引用方式
GB/T 7714
Liu, Yidan,Xu, Huiping,Shang, Dinghui,et al. An Underwater Image Enhancement Method for Different Illumination Conditions Based on Color Tone Correction and Fusion-Based Descattering[J]. SENSORS,2019,19(24):22.
APA Liu, Yidan,Xu, Huiping,Shang, Dinghui,Li, Chen,&Quan, Xiangqian.(2019).An Underwater Image Enhancement Method for Different Illumination Conditions Based on Color Tone Correction and Fusion-Based Descattering.SENSORS,19(24),22.
MLA Liu, Yidan,et al."An Underwater Image Enhancement Method for Different Illumination Conditions Based on Color Tone Correction and Fusion-Based Descattering".SENSORS 19.24(2019):22.

入库方式: OAI收割

来源:深海科学与工程研究所

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