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Auto-detection of cervical collagen and elastin in Mueller matrix polarimetry microscopic images using K-NN and semantic segmentation classification

We propose an approach for discriminating fibrillar collagen fibers from elastic fibers in the mouse cervix in Mueller matrix microscopy using convolutional neural networks (CNN) and K-nearest neighbor (K-NN) for classification. Second harmonic generation (SHG), two-photon excitation fluorescence (T...

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Detalhes bibliográficos
Publicado no:Biomed Opt Express
Main Authors: Roa, Camilo, Du Le, V. N., Mahendroo, Mala, Saytashev, Ilyas, Ramella-Roman, Jessica C.
Formato: Artigo
Idioma:Inglês
Publicado em: Optical Society of America 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC8086465/
https://ncbi.nlm.nih.gov/pubmed/33996226
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1364/BOE.420079
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