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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.
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
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PubType: Academic Journal
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  Data: Efficient finetuning of foundation model combined with few-shot learning improves pattern recognition in histopathology.
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  Data: <searchLink fieldCode="AU" term="%22Jessen+A%22">Jessen A</searchLink>; Institute of Pathology, University of Heidelberg, Heidelberg, Germany. ayk.jessen@uni-heidelberg.de.<br /><searchLink fieldCode="AU" term="%22Blattgerste+C%22">Blattgerste C</searchLink>; Institute of Pathology, University of Heidelberg, Heidelberg, Germany.; Mannheim Institute for Intelligent Systems in Medicine, University Medical Centre Mannheim, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Legnar+M%22">Legnar M</searchLink>; Institute of Pathology, University of Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Popovic+ZV%22">Popovic ZV</searchLink>; Institute of Pathology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany.<br /><searchLink fieldCode="AU" term="%22Porubsky+S%22">Porubsky S</searchLink>; Institute of Pathology, University Medical Centre Mannheim, Mannheim, Germany.<br /><searchLink fieldCode="AU" term="%22Weis+CA%22">Weis CA</searchLink>; Institute of Pathology, University of Heidelberg, Heidelberg, Germany.
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  Data: <searchLink fieldCode="JN" term="%229423843%22">Virchows Archiv : an international journal of pathology</searchLink> [Virchows Arch] 2025 Nov 27. <i>Date of Electronic Publication: </i>2025 Nov 27.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+International%22">Springer International </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>9423843 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1432-2307 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209456317%22">09456317 </searchLink><i>NLM ISO Abbreviation: </i>Virchows Arch <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s00428-025-04351-8
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      – Code: eng
        Text: English
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      – TitleFull: Efficient finetuning of foundation model combined with few-shot learning improves pattern recognition in histopathology.
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            – D: 27
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              Text: 2025 Nov 27
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