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Overcoming data scarcity in biomedical imaging with a foundational multi-task model.

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Title: Overcoming data scarcity in biomedical imaging with a foundational multi-task model.
Authors: Schäfer R; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Nicke T; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Höfener H; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Lange A; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Merhof D; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.; Institute of Image Analysis and Computer Vision, Faculty of Informatics and Data Science, University of Regensburg, Regensburg, Germany., Feuerhake F; Institute for Pathology, Hannover Medical School, Hanover, Germany.; Institute for Neuropathology, Medical Center, University of Freiburg, Freiburg, Germany., Schulz V; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.; Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany., Lotz J; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany. johannes.lotz@mevis.fraunhofer.de., Kiessling F; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany. fkiessling@ukaachen.de.; Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany. fkiessling@ukaachen.de.
Source: Nature computational science [Nat Comput Sci] 2024 Jul; Vol. 4 (7), pp. 495-509. Date of Electronic Publication: 2024 Jul 19.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Springer Nature Country of Publication: United States NLM ID: 101775476 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2662-8457 (Electronic) Linking ISSN: 26628457 NLM ISO Abbreviation: Nat Comput Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Schäfer+R%22">Schäfer R</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.<br /><searchLink fieldCode="AU" term="%22Nicke+T%22">Nicke T</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.<br /><searchLink fieldCode="AU" term="%22Höfener+H%22">Höfener H</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.<br /><searchLink fieldCode="AU" term="%22Lange+A%22">Lange A</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.<br /><searchLink fieldCode="AU" term="%22Merhof+D%22">Merhof D</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.; Institute of Image Analysis and Computer Vision, Faculty of Informatics and Data Science, University of Regensburg, Regensburg, Germany.<br /><searchLink fieldCode="AU" term="%22Feuerhake+F%22">Feuerhake F</searchLink>; Institute for Pathology, Hannover Medical School, Hanover, Germany.; Institute for Neuropathology, Medical Center, University of Freiburg, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Schulz+V%22">Schulz V</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.; Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany.<br /><searchLink fieldCode="AU" term="%22Lotz+J%22">Lotz J</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany. johannes.lotz@mevis.fraunhofer.de.<br /><searchLink fieldCode="AU" term="%22Kiessling+F%22">Kiessling F</searchLink>; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany. fkiessling@ukaachen.de.; Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany. fkiessling@ukaachen.de.
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  Data: <searchLink fieldCode="JN" term="%22101775476%22">Nature computational science</searchLink> [Nat Comput Sci] 2024 Jul; Vol. 4 (7), pp. 495-509. <i>Date of Electronic Publication: </i>2024 Jul 19.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101775476 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2662-8457 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2226628457%22">26628457 </searchLink><i>NLM ISO Abbreviation: </i>Nat Comput Sci <i>Subsets: </i>MEDLINE
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