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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8953322 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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