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Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi

A method based on a dual-type (transmission and fluorescence) hyperspectral microscopic image system was developed to identify species of intestinal fungi. Living fungi are difficult to identify via transmission spectra or fluorescence spectra alone. We propose an identification method based on both...

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Detalles Bibliográficos
Autores principales: Lin, Sifan, Bi, Xiaolin, Zhu, Siqi, Yin, Hao, Li, Zhen, Chen, Chenqiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Optical Society of America 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157763/
https://www.ncbi.nlm.nih.gov/pubmed/30615713
http://dx.doi.org/10.1364/BOE.9.004496
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author Lin, Sifan
Bi, Xiaolin
Zhu, Siqi
Yin, Hao
Li, Zhen
Chen, Chenqiang
author_facet Lin, Sifan
Bi, Xiaolin
Zhu, Siqi
Yin, Hao
Li, Zhen
Chen, Chenqiang
author_sort Lin, Sifan
collection PubMed
description A method based on a dual-type (transmission and fluorescence) hyperspectral microscopic image system was developed to identify species of intestinal fungi. Living fungi are difficult to identify via transmission spectra or fluorescence spectra alone. We propose an identification method based on both fluorescence and transmission spectra that employs a series of image processing methods. Three species of intestinal fungi were used to evaluate the method. The results demonstrate that the specificity of the model trained with dual-type spectra was 98.36%, whereas the specificities achieved by training with fluorescence spectra and transmission spectra alone were 94.04% and 92.88%, respectively.
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spelling pubmed-61577632018-09-27 Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi Lin, Sifan Bi, Xiaolin Zhu, Siqi Yin, Hao Li, Zhen Chen, Chenqiang Biomed Opt Express Article A method based on a dual-type (transmission and fluorescence) hyperspectral microscopic image system was developed to identify species of intestinal fungi. Living fungi are difficult to identify via transmission spectra or fluorescence spectra alone. We propose an identification method based on both fluorescence and transmission spectra that employs a series of image processing methods. Three species of intestinal fungi were used to evaluate the method. The results demonstrate that the specificity of the model trained with dual-type spectra was 98.36%, whereas the specificities achieved by training with fluorescence spectra and transmission spectra alone were 94.04% and 92.88%, respectively. Optical Society of America 2018-08-27 /pmc/articles/PMC6157763/ /pubmed/30615713 http://dx.doi.org/10.1364/BOE.9.004496 Text en © 2018 Optical Society of America under the terms of the OSA Open Access Publishing Agreement © 2018 Optical Society of America under the terms of the OSA Open Access Publishing Agreement (https://doi.org/10.1364/OA_License_v1)
spellingShingle Article
Lin, Sifan
Bi, Xiaolin
Zhu, Siqi
Yin, Hao
Li, Zhen
Chen, Chenqiang
Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
title Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
title_full Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
title_fullStr Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
title_full_unstemmed Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
title_short Dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
title_sort dual-type hyperspectral microscopic imaging for the identification and analysis of intestinal fungi
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6157763/
https://www.ncbi.nlm.nih.gov/pubmed/30615713
http://dx.doi.org/10.1364/BOE.9.004496
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