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Decentralized, privacy-preserving surgical video analysis with Swarm Learning.

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Title: Decentralized, privacy-preserving surgical video analysis with Swarm Learning.
Authors: Saldanha OL; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany., Pfeiffer K; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Bodenstedt S; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany.; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TUD Dresden University of Technology, Dresden, Germany., Kirchner M; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany., Jenke AC; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany., Barata C; Instituto de Sistemas e Robótica, LARSyS, Instituto Superior Técnico, University of Lisbon, Lisbon, Portugal., Barbosa S; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany., Barthel J; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Carstens M; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Castro LT; General Surgery Department, Hospital Prof. Dr. Fernando Fonseca, Lisbon, Portugal., Dehlke K; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Asklepios-ASB Krankenhaus Radeberg, Radeberg, Germany., Dietz S; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Asklepios-ASB Krankenhaus Radeberg, Radeberg, Germany., Emmanouilidis S; Department of General, Visceral and Thoracic Surgery, St. Elisabethen-Klinikum Ravensburg, Ravensburg, Germany., Fitze G; Department of Pediatric Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Freitag M; Krankenhaus St. Joseph-Stift Dresden GmbH, Dresden, Germany., Holderried F; Department of General, Visceral and Thoracic Surgery, St. Elisabethen-Klinikum Ravensburg, Ravensburg, Germany., Kanjo W; Krankenhaus St. Joseph-Stift Dresden GmbH, Dresden, Germany., Leitermann L; Department of General and Visceral Surgery, Dresden-Friedrichstadt General Hospital, Dresden, Germany., Mees ST; Department of General and Visceral Surgery, Dresden-Friedrichstadt General Hospital, Dresden, Germany., Soares AS; Lisbon School of Medicine, University of Lisbon, Portugal.; General Surgery Department, Instituto Portugues Oncologia, Lisbon, Portugal., Pascoal M; General Surgery Department, Instituto Portugues Oncologia, Lisbon, Portugal., Pistorius S; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Asklepios-ASB Krankenhaus Radeberg, Radeberg, Germany., Prudlo C; Department of Pediatric Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Schultz J; Department of Pediatric Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Seiberth A; Department of General and Visceral Surgery, Dresden-Friedrichstadt General Hospital, Dresden, Germany., Thiel K; Department of General, Visceral and Thoracic Surgery, St. Elisabethen-Klinikum Ravensburg, Ravensburg, Germany., Wu X; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.; Department of Radiology, The First Affiliated Hospital of Jinan University, Guangzhou, China., Ziehn D; Diakonissenkrankenhaus Dresden, Dresden, Germany., Speidel S; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany.; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TUD Dresden University of Technology, Dresden, Germany., Weitz J; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TUD Dresden University of Technology, Dresden, Germany.; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Distler M; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany., Kather JN; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.; Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, United Kingdom., Kolbinger FR; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA.
Source: MedRxiv : the preprint server for health sciences [medRxiv] 2025 Oct 03. Date of Electronic Publication: 2025 Oct 03.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101767986 Publication Model: Electronic Cited Medium: Internet NLM ISO Abbreviation: medRxiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
FullText Text:
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PubType: Academic Journal
PubTypeId: academicJournal
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  Data: Decentralized, privacy-preserving surgical video analysis with Swarm Learning.
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  Data: <searchLink fieldCode="AU" term="%22Saldanha+OL%22">Saldanha OL</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Pfeiffer+K%22">Pfeiffer K</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Bodenstedt+S%22">Bodenstedt S</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany.; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Kirchner+M%22">Kirchner M</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany.<br /><searchLink fieldCode="AU" term="%22Jenke+AC%22">Jenke AC</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany.<br /><searchLink fieldCode="AU" term="%22Barata+C%22">Barata C</searchLink>; Instituto de Sistemas e Robótica, LARSyS, Instituto Superior Técnico, University of Lisbon, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Barbosa+S%22">Barbosa S</searchLink>; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Barthel+J%22">Barthel J</searchLink>; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Carstens+M%22">Carstens M</searchLink>; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Castro+LT%22">Castro LT</searchLink>; General Surgery Department, Hospital Prof. Dr. Fernando Fonseca, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Dehlke+K%22">Dehlke K</searchLink>; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Asklepios-ASB Krankenhaus Radeberg, Radeberg, Germany.<br /><searchLink fieldCode="AU" term="%22Dietz+S%22">Dietz S</searchLink>; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Asklepios-ASB Krankenhaus Radeberg, Radeberg, Germany.<br /><searchLink fieldCode="AU" term="%22Emmanouilidis+S%22">Emmanouilidis S</searchLink>; Department of General, Visceral and Thoracic Surgery, St. Elisabethen-Klinikum Ravensburg, Ravensburg, Germany.<br /><searchLink fieldCode="AU" term="%22Fitze+G%22">Fitze G</searchLink>; Department of Pediatric Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Freitag+M%22">Freitag M</searchLink>; Krankenhaus St. Joseph-Stift Dresden GmbH, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Holderried+F%22">Holderried F</searchLink>; Department of General, Visceral and Thoracic Surgery, St. Elisabethen-Klinikum Ravensburg, Ravensburg, Germany.<br /><searchLink fieldCode="AU" term="%22Kanjo+W%22">Kanjo W</searchLink>; Krankenhaus St. Joseph-Stift Dresden GmbH, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Leitermann+L%22">Leitermann L</searchLink>; Department of General and Visceral Surgery, Dresden-Friedrichstadt General Hospital, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Mees+ST%22">Mees ST</searchLink>; Department of General and Visceral Surgery, Dresden-Friedrichstadt General Hospital, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Soares+AS%22">Soares AS</searchLink>; Lisbon School of Medicine, University of Lisbon, Portugal.; General Surgery Department, Instituto Portugues Oncologia, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Pascoal+M%22">Pascoal M</searchLink>; General Surgery Department, Instituto Portugues Oncologia, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Pistorius+S%22">Pistorius S</searchLink>; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Asklepios-ASB Krankenhaus Radeberg, Radeberg, Germany.<br /><searchLink fieldCode="AU" term="%22Prudlo+C%22">Prudlo C</searchLink>; Department of Pediatric Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Schultz+J%22">Schultz J</searchLink>; Department of Pediatric Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Seiberth+A%22">Seiberth A</searchLink>; Department of General and Visceral Surgery, Dresden-Friedrichstadt General Hospital, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Thiel+K%22">Thiel K</searchLink>; Department of General, Visceral and Thoracic Surgery, St. Elisabethen-Klinikum Ravensburg, Ravensburg, Germany.<br /><searchLink fieldCode="AU" term="%22Wu+X%22">Wu X</searchLink>; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.; Department of Radiology, The First Affiliated Hospital of Jinan University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Ziehn+D%22">Ziehn D</searchLink>; Diakonissenkrankenhaus Dresden, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Speidel+S%22">Speidel S</searchLink>; Department of Translational Surgical Oncology, National Center for Tumor Diseases (NCT), NCT/UCC Dresden, a partnership between DKFZ, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, and Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Germany.; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Weitz+J%22">Weitz J</searchLink>; Centre for Tactile Internet with Human-in-the-Loop (CeTI), TUD Dresden University of Technology, Dresden, Germany.; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Distler+M%22">Distler M</searchLink>; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.<br /><searchLink fieldCode="AU" term="%22Kather+JN%22">Kather JN</searchLink>; Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany.; Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Pathology & Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Kolbinger+FR%22">Kolbinger FR</searchLink>; Department of Visceral, Thoracic and Vascular Surgery, University Hospital and Faculty of Medicine Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany.; Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA.
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