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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
Descripción
Sumario: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.