Efficient finetuning of foundation model combined with few-shot learning improves pattern recognition in histopathology.

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Bibliographic Details
Title: Efficient finetuning of foundation model combined with few-shot learning improves pattern recognition in histopathology.
Authors: Jessen A; Institute of Pathology, University of Heidelberg, Heidelberg, Germany. ayk.jessen@uni-heidelberg.de., Blattgerste C; Institute of Pathology, University of Heidelberg, Heidelberg, Germany.; Mannheim Institute for Intelligent Systems in Medicine, University Medical Centre Mannheim, Mannheim, Germany., Legnar M; Institute of Pathology, University of Heidelberg, Heidelberg, Germany., Popovic ZV; Institute of Pathology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany., Porubsky S; Institute of Pathology, University Medical Centre Mannheim, Mannheim, Germany., Weis CA; Institute of Pathology, University of Heidelberg, Heidelberg, Germany.
Source: Virchows Archiv : an international journal of pathology [Virchows Arch] 2025 Nov 27. Date of Electronic Publication: 2025 Nov 27.
Publication Type: Journal Article
Journal Info: Publisher: Springer International Country of Publication: Germany NLM ID: 9423843 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-2307 (Electronic) Linking ISSN: 09456317 NLM ISO Abbreviation: Virchows Arch Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1432-2307
DOI:10.1007/s00428-025-04351-8