M. Nogueira, Michael Amissah, Siddra Maryam, Noel Lynch, S. Killeen, Micháel O'Riordain, S. Andersson-Engels
{"title":"Optimization of tissue classification for colorectal cancer detection using support vector machines and diffuse reflectance spectroscopy","authors":"M. Nogueira, Michael Amissah, Siddra Maryam, Noel Lynch, S. Killeen, Micháel O'Riordain, S. Andersson-Engels","doi":"10.1117/12.2615033","DOIUrl":null,"url":null,"abstract":"Optimizing support vector machine models for colorectal cancer detection using diffuse reflectance spectroscopy at extended wavelength ranges and tissue layers up to 2mm deep achieved 96.1% sensitivity and 95.7% specificity on tissue classification.","PeriodicalId":117188,"journal":{"name":"Translational Biophotonics: Diagnostics and Therapeutics","volume":"50 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Translational Biophotonics: Diagnostics and Therapeutics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1117/12.2615033","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9
Abstract
Optimizing support vector machine models for colorectal cancer detection using diffuse reflectance spectroscopy at extended wavelength ranges and tissue layers up to 2mm deep achieved 96.1% sensitivity and 95.7% specificity on tissue classification.