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Visible and extended near-infrared multispectral imaging for skin cancer diagnosis

Authors :
Meritxell Vilaseca
Santiago Royo
Josep Malvehy
Miguel Ares
Laura Rey-Barroso
Francisco J. Burgos-Fernández
Xana Delpueyo
Susana Puig
Universitat Politècnica de Catalunya. Departament d'Òptica i Optometria
Universitat Politècnica de Catalunya. GREO - Grup de Recerca en Enginyeria Òptica
Source :
Recercat. Dipósit de la Recerca de Catalunya, instname, Dipòsit Digital de la UB, Universidad de Barcelona, Sensors (Basel, Switzerland), UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), Sensors; Volume 18; Issue 5; Pages: 1441
Publisher :
Multidisciplinary Digital Publishing Institute (MDPI)

Abstract

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.

Details

Database :
OpenAIRE
Journal :
Recercat. Dipósit de la Recerca de Catalunya, instname, Dipòsit Digital de la UB, Universidad de Barcelona, Sensors (Basel, Switzerland), UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), Sensors; Volume 18; Issue 5; Pages: 1441
Accession number :
edsair.doi.dedup.....9081616989242fb1633625657e1bee94