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Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals

Surface spectral reflectance is useful for color reproduction. In this study, the reconstruction of spectral reflectance using a conventional camera was investigated. The spectrum reconstruction error could be reduced by interpolating camera RGB signals, in contrast to methods based on basis spectra...

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Detalles Bibliográficos
Autores principales: Wen, Yu-Che, Wen, Senfar, Hsu, Long, Chi, Sien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269503/
https://www.ncbi.nlm.nih.gov/pubmed/35808412
http://dx.doi.org/10.3390/s22134923
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author Wen, Yu-Che
Wen, Senfar
Hsu, Long
Chi, Sien
author_facet Wen, Yu-Che
Wen, Senfar
Hsu, Long
Chi, Sien
author_sort Wen, Yu-Che
collection PubMed
description Surface spectral reflectance is useful for color reproduction. In this study, the reconstruction of spectral reflectance using a conventional camera was investigated. The spectrum reconstruction error could be reduced by interpolating camera RGB signals, in contrast to methods based on basis spectra, such as principal component analysis (PCA). The disadvantage of the interpolation method is that it cannot interpolate samples outside the convex hull of reference samples in the RGB signal space. An interpolation method utilizing auxiliary reference samples (ARSs) to extrapolate the outside samples is proposed in this paper. The ARSs were created using reference samples and color filters. The convex hull of the reference samples and ARSs was expanded to enclose outside samples for extrapolation. A commercially available camera was taken as an example. The results show that with the proposed method, the extrapolation error was smaller than that of the computationally time-consuming weighted PCA method. A low cost and fast detection speed for spectral reflectance recovery can be achieved using a conventional camera.
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spelling pubmed-92695032022-07-09 Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals Wen, Yu-Che Wen, Senfar Hsu, Long Chi, Sien Sensors (Basel) Article Surface spectral reflectance is useful for color reproduction. In this study, the reconstruction of spectral reflectance using a conventional camera was investigated. The spectrum reconstruction error could be reduced by interpolating camera RGB signals, in contrast to methods based on basis spectra, such as principal component analysis (PCA). The disadvantage of the interpolation method is that it cannot interpolate samples outside the convex hull of reference samples in the RGB signal space. An interpolation method utilizing auxiliary reference samples (ARSs) to extrapolate the outside samples is proposed in this paper. The ARSs were created using reference samples and color filters. The convex hull of the reference samples and ARSs was expanded to enclose outside samples for extrapolation. A commercially available camera was taken as an example. The results show that with the proposed method, the extrapolation error was smaller than that of the computationally time-consuming weighted PCA method. A low cost and fast detection speed for spectral reflectance recovery can be achieved using a conventional camera. MDPI 2022-06-29 /pmc/articles/PMC9269503/ /pubmed/35808412 http://dx.doi.org/10.3390/s22134923 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
Wen, Yu-Che
Wen, Senfar
Hsu, Long
Chi, Sien
Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals
title Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals
title_full Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals
title_fullStr Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals
title_full_unstemmed Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals
title_short Auxiliary Reference Samples for Extrapolating Spectral Reflectance from Camera RGB Signals
title_sort auxiliary reference samples for extrapolating spectral reflectance from camera rgb signals
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269503/
https://www.ncbi.nlm.nih.gov/pubmed/35808412
http://dx.doi.org/10.3390/s22134923
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