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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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Bibliografische gegevens
Gepubliceerd in:Comput Med Imaging Graph
Hoofdauteurs: Li, Jiayun, Speier, William, Ho, King Chung, Sarma, Karthik V., Gertych, Arkadiusz, Knudsen, Beatrice S., Arnold, Corey W.
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: 2018
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Online toegang: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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