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

• Main Authors: Benjamin Voigt (Author), Oliver Fischer (Author), Bruno Schilling (Author), Christian Krumnow (Author), Christian Herta (Author)
• Format: Book
• Published: Elsevier, 2023-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

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...