Investigation of semi- and self-supervised learning methods in the histopathological domain

Training models with semi- or self-supervised learning methods is one way to reduce annotation effort since they rely on unlabeled or sparsely labeled datasets. Such approaches are particularly promising for domains with a time-consuming annotation process requiring specialized expertise and where h...

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Bibliographic Details
Main Authors: Benjamin Voigt, Oliver Fischer, Bruno Schilling, Christian Krumnow, Christian Herta
Format: Article
Language:English
Published: Elsevier 2023-01-01
Series:Journal of Pathology Informatics
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2153353923001190