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Visibility Restoration: A Systematic Review and Meta-Analysis

Image acquisition is a complex process that is affected by a wide variety of internal and environmental factors. Hence, visibility restoration is crucial for many high-level applications in photography and computer vision. This paper provides a systematic review and meta-analysis of visibility resto...

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Detalles Bibliográficos
Autores principales: Ngo, Dat, Lee, Seungmin, Ngo, Tri Minh, Lee, Gi-Dong, Kang, Bongsoon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8069147/
https://www.ncbi.nlm.nih.gov/pubmed/33918021
http://dx.doi.org/10.3390/s21082625
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author Ngo, Dat
Lee, Seungmin
Ngo, Tri Minh
Lee, Gi-Dong
Kang, Bongsoon
author_facet Ngo, Dat
Lee, Seungmin
Ngo, Tri Minh
Lee, Gi-Dong
Kang, Bongsoon
author_sort Ngo, Dat
collection PubMed
description Image acquisition is a complex process that is affected by a wide variety of internal and environmental factors. Hence, visibility restoration is crucial for many high-level applications in photography and computer vision. This paper provides a systematic review and meta-analysis of visibility restoration algorithms with a focus on those that are pertinent to poor weather conditions. This paper starts with an introduction to optical image formation and then provides a comprehensive description of existing algorithms as well as a comparative evaluation. Subsequently, there is a thorough discussion on current difficulties that are worthy of a scientific effort. Moreover, this paper proposes a general framework for visibility restoration in hazy weather conditions while using haze-relevant features and maximum likelihood estimates. Finally, a discussion on the findings and future developments concludes this paper.
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spelling pubmed-80691472021-04-26 Visibility Restoration: A Systematic Review and Meta-Analysis Ngo, Dat Lee, Seungmin Ngo, Tri Minh Lee, Gi-Dong Kang, Bongsoon Sensors (Basel) Systematic Review Image acquisition is a complex process that is affected by a wide variety of internal and environmental factors. Hence, visibility restoration is crucial for many high-level applications in photography and computer vision. This paper provides a systematic review and meta-analysis of visibility restoration algorithms with a focus on those that are pertinent to poor weather conditions. This paper starts with an introduction to optical image formation and then provides a comprehensive description of existing algorithms as well as a comparative evaluation. Subsequently, there is a thorough discussion on current difficulties that are worthy of a scientific effort. Moreover, this paper proposes a general framework for visibility restoration in hazy weather conditions while using haze-relevant features and maximum likelihood estimates. Finally, a discussion on the findings and future developments concludes this paper. MDPI 2021-04-08 /pmc/articles/PMC8069147/ /pubmed/33918021 http://dx.doi.org/10.3390/s21082625 Text en © 2021 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 Systematic Review
Ngo, Dat
Lee, Seungmin
Ngo, Tri Minh
Lee, Gi-Dong
Kang, Bongsoon
Visibility Restoration: A Systematic Review and Meta-Analysis
title Visibility Restoration: A Systematic Review and Meta-Analysis
title_full Visibility Restoration: A Systematic Review and Meta-Analysis
title_fullStr Visibility Restoration: A Systematic Review and Meta-Analysis
title_full_unstemmed Visibility Restoration: A Systematic Review and Meta-Analysis
title_short Visibility Restoration: A Systematic Review and Meta-Analysis
title_sort visibility restoration: a systematic review and meta-analysis
topic Systematic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8069147/
https://www.ncbi.nlm.nih.gov/pubmed/33918021
http://dx.doi.org/10.3390/s21082625
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