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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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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. |
format | Online Article Text |
id | pubmed-6864639 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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