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Real world federated learning with a knowledge distilled transformer for cardiac CT imaging.

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Title: Real world federated learning with a knowledge distilled transformer for cardiac CT imaging.
Authors: Tölle M; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Heidelberg University, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Informatics for Life Institute, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de., Garthe P; Clinic for Cardiology III, University Hospital Münster, Münster, Germany., Scherer C; DZHK (German Centre for Cardiovascular Research), partner site Munich, Munich, Germany.; Department of Medicine I, LMU University Hospital, LMU Munich, Munich, Germany., Seliger JM; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany., Leha A; DZHK (German Centre for Cardiovascular Research), partner site Lower Saxony, Göttingen, Germany.; Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany., Krüger N; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany.; Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Simm S; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany., Martin S; DZHK (German Centre for Cardiovascular Research), partner site RhineMain, Frankfurt, Germany.; Institute for Experimental and Translational Cardiovascular Imaging, Goethe University, Frankfurt am Main, Germany., Eble S; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany., Kelm H; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany., Bednorz M; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany., André F; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Heidelberg University, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany., Bannas P; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany., Diller G; Clinic for Cardiology III, University Hospital Münster, Münster, Germany., Frey N; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Heidelberg University, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany., Groß S; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany., Hennemuth A; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany.; Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany., Kaderali L; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany., Meyer A; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany., Nagel E; DZHK (German Centre for Cardiovascular Research), partner site RhineMain, Frankfurt, Germany.; Institute for Experimental and Translational Cardiovascular Imaging, Goethe University, Frankfurt am Main, Germany., Orwat S; Clinic for Cardiology III, University Hospital Münster, Münster, Germany., Seiffert M; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany., Friede T; DZHK (German Centre for Cardiovascular Research), partner site Lower Saxony, Göttingen, Germany.; Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany., Seidler T; DZHK (German Centre for Cardiovascular Research), partner site Lower Saxony, Göttingen, Germany.; Department of Cardiology, University Medicine Göttingen, Göttingen, Germany.; Department of Cardiology, Campus Kerckhoff of the Justus-Liebig-University at Gießen, Kerckhoff-Clinic, Gießen, Germany., Engelhardt S; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Heidelberg University, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany.
Source: NPJ digital medicine [NPJ Digit Med] 2025 Feb 06; Vol. 8 (1), pp. 88. Date of Electronic Publication: 2025 Feb 06.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Tölle+M%22">Tölle M</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Heidelberg University, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.; Informatics for Life Institute, Heidelberg, Germany. malte.toelle@med.uni-heidelberg.de.<br /><searchLink fieldCode="AU" term="%22Garthe+P%22">Garthe P</searchLink>; Clinic for Cardiology III, University Hospital Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Scherer+C%22">Scherer C</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Munich, Munich, Germany.; Department of Medicine I, LMU University Hospital, LMU Munich, Munich, Germany.<br /><searchLink fieldCode="AU" term="%22Seliger+JM%22">Seliger JM</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Leha+A%22">Leha A</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Lower Saxony, Göttingen, Germany.; Department of Medical Statistics, University Medical Center Göttingen, Göttingen, Germany.<br /><searchLink fieldCode="AU" term="%22Krüger+N%22">Krüger N</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany.; Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.<br /><searchLink fieldCode="AU" term="%22Simm+S%22">Simm S</searchLink>; 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DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Heidelberg University, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Bannas+P%22">Bannas P</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Diller+G%22">Diller G</searchLink>; Clinic for Cardiology III, University Hospital Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Frey+N%22">Frey N</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.; Department of Cardiology, Angiology and Pneumology, Heidelberg University Hospital, Heidelberg, Germany.; Heidelberg University, Heidelberg, Germany.; Informatics for Life Institute, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Groß+S%22">Groß S</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Hennemuth+A%22">Hennemuth A</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany.; Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.<br /><searchLink fieldCode="AU" term="%22Kaderali+L%22">Kaderali L</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany.; Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Meyer+A%22">Meyer A</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.; Deutsches Herzzentrum der Charité (DHZC), Institute of Computer-assisted Cardiovascular Medicine, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Nagel+E%22">Nagel E</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site RhineMain, Frankfurt, Germany.; Institute for Experimental and Translational Cardiovascular Imaging, Goethe University, Frankfurt am Main, Germany.<br /><searchLink fieldCode="AU" term="%22Orwat+S%22">Orwat S</searchLink>; Clinic for Cardiology III, University Hospital Münster, Münster, Germany.<br /><searchLink fieldCode="AU" term="%22Seiffert+M%22">Seiffert M</searchLink>; DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Hamburg, Germany.; Department of Cardiology, University Heart and Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.<br /><searchLink fieldCode="AU" term="%22Friede+T%22">Friede T</searchLink>; 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