4.7 Article

GUDCP: Generalization of Underwater Dark Channel Prior for Underwater Image Restoration

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCSVT.2021.3114230

关键词

Image color analysis; Channel estimation; Estimation; Attenuation; Image restoration; Lighting; Cameras; Underwater image enhancement; dehazing; color correction

资金

  1. National Natural Science Foundation of China [62176037, 62002043, 61802043]
  2. Liaoning Revitalization Talents Program Grant [XLYC1908007]
  3. Dalian Science and Technology Innovation Fund [2019J11CY001]

向作者/读者索取更多资源

This article introduces a method for dealing with low contrast and color cast in underwater images, and experimental results demonstrate its superiority over previous methods.
This letter introduces an underwater image enhancement method to handle low contrast and color cast of underwater images. Firstly, with the help of hierarchical searching technique, we propose a novel backscattered light estimation method. And in this procedure, a novel scoring formula is considered into our method, which comprehensively considers multiple prior knowledge. Then, we generalize underwater dark channel prior (UDCP) approach to obtain more robust transmission estimation. In addition, we also develop a white balance method to further modify the appearance of the resultant image. Extensive experiments on real-world images demonstrate that the proposed method outperforms several previous image restoration or enhancement works.

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