Image restoration method based on adaptive multiple priors fusion in scattering scenes

Rui Ruan; Weihui Zeng; Yu Lei; Yangyang Guo; Zheng Liang

doi:10.1117/12.2680020

27 June 2023 Image restoration method based on adaptive multiple priors fusion in scattering scenes

Rui Ruan, Weihui Zeng, Yu Lei, Yangyang Guo, Zheng Liang

Author Affiliations +

Proceedings Volume 12705, Fourteenth International Conference on Graphics and Image Processing (ICGIP 2022); 127051X (2023) https://doi.org/10.1117/12.2680020
Event: Fourteenth International Conference on Graphics and Image Processing (ICGIP 2022), 2022, Nanjing, China

Abstract

Image is usually characterized by low contrast, blurry detail and distorted color due to complex imaging mechanism of scattering scene, which veils many valuable image information. To improve images quality in scattering scenes, we propose a novel image restoration method based on adaptive multiple priors fusion, which mainly includes two components: a multiple priors constraint-based transmission estimation component and an adaptive multiple priors fusion-based backscattered light estimation component. Firstly, we proposed a scoring formula by fusing lightness prior, contrast prior and saturation prior to locate the backscattered light, which can effectively avoid the limitation of using any single priors. Afterward, we explore a new prior called extended dark channel prior (EDCP), and then adaptive combining EDCP, dark channel prior (DCP) and underwater dark channel prior (UDCP) to estimate the transmission robustly. Finally, Extensive experiments on images of different scattering scenes demonstrate that the proposed method is effective and superior for image restoration.

Citation Download Citation

Rui Ruan, Weihui Zeng, Yu Lei, Yangyang Guo, and Zheng Liang "Image restoration method based on adaptive multiple priors fusion in scattering scenes", Proc. SPIE 12705, Fourteenth International Conference on Graphics and Image Processing (ICGIP 2022), 127051X (27 June 2023); https://doi.org/10.1117/12.2680020

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KEYWORDS

Image restoration

Image fusion

Light scattering

Air contamination

Image quality

Backscatter

Scattering

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