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Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis
With the goal of diagnosing skin cancer in an early and noninvasive way, an extended near infrared multispectral imaging system based on an InGaAs sensor with sensitivity from 995 nm to 1613 nm was built to evaluate deeper skin layers thanks to the higher penetration of photons at these wavelengths....
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5982599/ https://www.ncbi.nlm.nih.gov/pubmed/29734747 http://dx.doi.org/10.3390/s18051441 |
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author | Rey-Barroso, Laura Burgos-Fernández, Francisco J. Delpueyo, Xana Ares, Miguel Royo, Santiago Malvehy, Josep Puig, Susana Vilaseca, Meritxell |
author_facet | Rey-Barroso, Laura Burgos-Fernández, Francisco J. Delpueyo, Xana Ares, Miguel Royo, Santiago Malvehy, Josep Puig, Susana Vilaseca, Meritxell |
author_sort | Rey-Barroso, Laura |
collection | PubMed |
description | With the goal of diagnosing skin cancer in an early and noninvasive way, an extended near infrared multispectral imaging system based on an InGaAs sensor with sensitivity from 995 nm to 1613 nm was built to evaluate deeper skin layers thanks to the higher penetration of photons at these wavelengths. The outcomes of this device were combined with those of a previously developed multispectral system that works in the visible and near infrared range (414 nm–995 nm). Both provide spectral and spatial information from skin lesions. A classification method to discriminate between melanomas and nevi was developed based on the analysis of first-order statistics descriptors, principal component analysis, and support vector machine tools. The system provided a sensitivity of 78.6% and a specificity of 84.6%, the latter one being improved with respect to that offered by silicon sensors. |
format | Online Article Text |
id | pubmed-5982599 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-59825992018-06-05 Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis Rey-Barroso, Laura Burgos-Fernández, Francisco J. Delpueyo, Xana Ares, Miguel Royo, Santiago Malvehy, Josep Puig, Susana Vilaseca, Meritxell Sensors (Basel) Article With the goal of diagnosing skin cancer in an early and noninvasive way, an extended near infrared multispectral imaging system based on an InGaAs sensor with sensitivity from 995 nm to 1613 nm was built to evaluate deeper skin layers thanks to the higher penetration of photons at these wavelengths. The outcomes of this device were combined with those of a previously developed multispectral system that works in the visible and near infrared range (414 nm–995 nm). Both provide spectral and spatial information from skin lesions. A classification method to discriminate between melanomas and nevi was developed based on the analysis of first-order statistics descriptors, principal component analysis, and support vector machine tools. The system provided a sensitivity of 78.6% and a specificity of 84.6%, the latter one being improved with respect to that offered by silicon sensors. MDPI 2018-05-05 /pmc/articles/PMC5982599/ /pubmed/29734747 http://dx.doi.org/10.3390/s18051441 Text en © 2018 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 Rey-Barroso, Laura Burgos-Fernández, Francisco J. Delpueyo, Xana Ares, Miguel Royo, Santiago Malvehy, Josep Puig, Susana Vilaseca, Meritxell Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis |
title | Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis |
title_full | Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis |
title_fullStr | Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis |
title_full_unstemmed | Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis |
title_short | Visible and Extended Near-Infrared Multispectral Imaging for Skin Cancer Diagnosis |
title_sort | visible and extended near-infrared multispectral imaging for skin cancer diagnosis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5982599/ https://www.ncbi.nlm.nih.gov/pubmed/29734747 http://dx.doi.org/10.3390/s18051441 |
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