Efficient finetuning of foundation model combined with few-shot learning improves pattern recognition in histopathology.
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| Title: | Efficient finetuning of foundation model combined with few-shot learning improves pattern recognition in histopathology. |
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| 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 |
| ISSN: | 1432-2307 |
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| DOI: | 10.1007/s00428-025-04351-8 |