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An EM-based semi-supervised deep learning approach for semantic segmentation of histopathological images from radical prostatectomies

Automated Gleason grading is an important preliminary step for quantitative histopathological feature extraction. Different from the traditional task of classifying small pre-selected homogeneous regions, semantic segmentation provides pixel-wise Gleason predictions across an entire slide. Deep lear...

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Detalhes bibliográficos
Publicado no:Comput Med Imaging Graph
Main Authors: Li, Jiayun, Speier, William, Ho, King Chung, Sarma, Karthik V., Gertych, Arkadiusz, Knudsen, Beatrice S., Arnold, Corey W.
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6173982/
https://ncbi.nlm.nih.gov/pubmed/30243216
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.compmedimag.2018.08.003
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