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An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis

Comparing and selecting an adequate spectral filter array (SFA) camera is application-specific and usually requires extensive prior measurements. An evaluation framework for SFA cameras is proposed and three cameras are tested in the context of skin analysis. The proposed framework does not require...

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Autores principales: Bauer, Jacob Renzo, Thomas, Jean-Baptiste, Hardeberg, Jon Yngve, Verdaasdonk, Rudolf M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6864639/
https://www.ncbi.nlm.nih.gov/pubmed/31694239
http://dx.doi.org/10.3390/s19214805
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author Bauer, Jacob Renzo
Thomas, Jean-Baptiste
Hardeberg, Jon Yngve
Verdaasdonk, Rudolf M.
author_facet Bauer, Jacob Renzo
Thomas, Jean-Baptiste
Hardeberg, Jon Yngve
Verdaasdonk, Rudolf M.
author_sort Bauer, Jacob Renzo
collection PubMed
description Comparing and selecting an adequate spectral filter array (SFA) camera is application-specific and usually requires extensive prior measurements. An evaluation framework for SFA cameras is proposed and three cameras are tested in the context of skin analysis. The proposed framework does not require application-specific measurements and spectral sensitivities together with the number of bands are the main focus. An optical model of skin is used to generate a specialized training set to improve spectral reconstruction. The quantitative comparison of the cameras is based on reconstruction of measured skin spectra, colorimetric accuracy, and oxygenation level estimation differences. Specific spectral sensitivity shapes influence the results directly and a 9-channel camera performed best regarding the spectral reconstruction metrics. Sensitivities at key wavelengths influence the performance of oxygenation level estimation the strongest. The proposed framework allows to compare spectral filter array cameras and can guide their application-specific development.
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spelling pubmed-68646392019-12-23 An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis Bauer, Jacob Renzo Thomas, Jean-Baptiste Hardeberg, Jon Yngve Verdaasdonk, Rudolf M. Sensors (Basel) Article Comparing and selecting an adequate spectral filter array (SFA) camera is application-specific and usually requires extensive prior measurements. An evaluation framework for SFA cameras is proposed and three cameras are tested in the context of skin analysis. The proposed framework does not require application-specific measurements and spectral sensitivities together with the number of bands are the main focus. An optical model of skin is used to generate a specialized training set to improve spectral reconstruction. The quantitative comparison of the cameras is based on reconstruction of measured skin spectra, colorimetric accuracy, and oxygenation level estimation differences. Specific spectral sensitivity shapes influence the results directly and a 9-channel camera performed best regarding the spectral reconstruction metrics. Sensitivities at key wavelengths influence the performance of oxygenation level estimation the strongest. The proposed framework allows to compare spectral filter array cameras and can guide their application-specific development. MDPI 2019-11-05 /pmc/articles/PMC6864639/ /pubmed/31694239 http://dx.doi.org/10.3390/s19214805 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
Bauer, Jacob Renzo
Thomas, Jean-Baptiste
Hardeberg, Jon Yngve
Verdaasdonk, Rudolf M.
An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis
title An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis
title_full An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis
title_fullStr An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis
title_full_unstemmed An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis
title_short An Evaluation Framework for Spectral Filter Array Cameras to Optimize Skin Diagnosis
title_sort evaluation framework for spectral filter array cameras to optimize skin diagnosis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6864639/
https://www.ncbi.nlm.nih.gov/pubmed/31694239
http://dx.doi.org/10.3390/s19214805
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