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Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model

This paper introduces an adaptive image rendering using a parametric nonlinear mapping-function-based on the retinex model in a low-light source. For this study, only a luminance channel was used to estimate the reflectance component of an observed low-light image, therefore halo artifacts coming fr...

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Detalles Bibliográficos
Autores principales: Oh, JongGeun, Hong, Min-Cheol
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6412540/
https://www.ncbi.nlm.nih.gov/pubmed/30823554
http://dx.doi.org/10.3390/s19040969
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author Oh, JongGeun
Hong, Min-Cheol
author_facet Oh, JongGeun
Hong, Min-Cheol
author_sort Oh, JongGeun
collection PubMed
description This paper introduces an adaptive image rendering using a parametric nonlinear mapping-function-based on the retinex model in a low-light source. For this study, only a luminance channel was used to estimate the reflectance component of an observed low-light image, therefore halo artifacts coming from the use of the multiple center/surround Gaussian filters were reduced. A new nonlinear mapping function that incorporates the statistics of the luminance and the estimated reflectance in the reconstruction process is proposed. In addition, a new method to determine the gain and offset of the mapping function is addressed to adaptively control the contrast ratio. Finally, the relationship between the estimated luminance and the reconstructed luminance is used to reconstruct the chrominance channels. The experimental results demonstrate that the proposed method leads to the promised subjective and objective improvements over state-of-the-art, scale-based retinex methods.
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spelling pubmed-64125402019-04-03 Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model Oh, JongGeun Hong, Min-Cheol Sensors (Basel) Article This paper introduces an adaptive image rendering using a parametric nonlinear mapping-function-based on the retinex model in a low-light source. For this study, only a luminance channel was used to estimate the reflectance component of an observed low-light image, therefore halo artifacts coming from the use of the multiple center/surround Gaussian filters were reduced. A new nonlinear mapping function that incorporates the statistics of the luminance and the estimated reflectance in the reconstruction process is proposed. In addition, a new method to determine the gain and offset of the mapping function is addressed to adaptively control the contrast ratio. Finally, the relationship between the estimated luminance and the reconstructed luminance is used to reconstruct the chrominance channels. The experimental results demonstrate that the proposed method leads to the promised subjective and objective improvements over state-of-the-art, scale-based retinex methods. MDPI 2019-02-25 /pmc/articles/PMC6412540/ /pubmed/30823554 http://dx.doi.org/10.3390/s19040969 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Oh, JongGeun
Hong, Min-Cheol
Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model
title Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model
title_full Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model
title_fullStr Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model
title_full_unstemmed Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model
title_short Adaptive Image Rendering Using a Nonlinear Mapping-Function-Based Retinex Model
title_sort adaptive image rendering using a nonlinear mapping-function-based retinex model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6412540/
https://www.ncbi.nlm.nih.gov/pubmed/30823554
http://dx.doi.org/10.3390/s19040969
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AT hongmincheol adaptiveimagerenderingusinganonlinearmappingfunctionbasedretinexmodel