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Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling

This work proposes to develop an underwater image enhancement method based on histogram-equalization (HE) approximation using physics-based dichromatic modeling (PDM). Images captured underwater usually suffer from low contrast and color distortions due to light scattering and attenuation. The PDM d...

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Detalles Bibliográficos
Autores principales: Peng, Yan-Tsung, Chen, Yen-Rong, Chen, Zihao, Wang, Jung-Hua, Huang, Shih-Chia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8953322/
https://www.ncbi.nlm.nih.gov/pubmed/35336336
http://dx.doi.org/10.3390/s22062168
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author Peng, Yan-Tsung
Chen, Yen-Rong
Chen, Zihao
Wang, Jung-Hua
Huang, Shih-Chia
author_facet Peng, Yan-Tsung
Chen, Yen-Rong
Chen, Zihao
Wang, Jung-Hua
Huang, Shih-Chia
author_sort Peng, Yan-Tsung
collection PubMed
description This work proposes to develop an underwater image enhancement method based on histogram-equalization (HE) approximation using physics-based dichromatic modeling (PDM). Images captured underwater usually suffer from low contrast and color distortions due to light scattering and attenuation. The PDM describes the image formation process, which can be used to restore nature-degraded images, such as underwater images. However, it does not assure that the restored images have good contrast. Thus, we propose approximating the conventional HE based on the PDM to recover the color distortions of underwater images and enhance their contrast through convex optimization. Experimental results demonstrate the proposed method performs favorably against state-of-the-art underwater image restoration approaches.
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spelling pubmed-89533222022-03-26 Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling Peng, Yan-Tsung Chen, Yen-Rong Chen, Zihao Wang, Jung-Hua Huang, Shih-Chia Sensors (Basel) Article This work proposes to develop an underwater image enhancement method based on histogram-equalization (HE) approximation using physics-based dichromatic modeling (PDM). Images captured underwater usually suffer from low contrast and color distortions due to light scattering and attenuation. The PDM describes the image formation process, which can be used to restore nature-degraded images, such as underwater images. However, it does not assure that the restored images have good contrast. Thus, we propose approximating the conventional HE based on the PDM to recover the color distortions of underwater images and enhance their contrast through convex optimization. Experimental results demonstrate the proposed method performs favorably against state-of-the-art underwater image restoration approaches. MDPI 2022-03-10 /pmc/articles/PMC8953322/ /pubmed/35336336 http://dx.doi.org/10.3390/s22062168 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Peng, Yan-Tsung
Chen, Yen-Rong
Chen, Zihao
Wang, Jung-Hua
Huang, Shih-Chia
Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling
title Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling
title_full Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling
title_fullStr Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling
title_full_unstemmed Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling
title_short Underwater Image Enhancement Based on Histogram-Equalization Approximation Using Physics-Based Dichromatic Modeling
title_sort underwater image enhancement based on histogram-equalization approximation using physics-based dichromatic modeling
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8953322/
https://www.ncbi.nlm.nih.gov/pubmed/35336336
http://dx.doi.org/10.3390/s22062168
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