Image prediction of disease progression for osteoarthritis by style-based manifold extrapolation

Nature Machine Intelligence, vol. 4, pp. 1029–1039

Authors 14

1. Tianyu Han corresponding Aachen Physics of Molecular Imaging Systems

   RWTH Aachen University

   Affiliation as printed

   Physics of Molecular Imaging Systems, Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany

2. Jakob Nikolas Kather Aachen Department of Medicine III

   RWTH Aachen University · Universitätsklinikum Aachen · Heidelberg University · Technische Universität Dresden · University Hospital Heidelberg · Else Kröner Fresenius Center for Digital Health · National Center for Tumor Diseases · University of Leeds

   Affiliation as printed

   Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany

   Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany

   Medical Oncology, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany

   Pathology and Data Analytics, Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, UK

3. Federico Pedersoli Aachen Department of Diagnostic and Interventional Radiology

   Universitätsklinikum Aachen

   Affiliation as printed

   Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany

4. Markus N. Zimmermann Aachen Department of Diagnostic and Interventional Radiology

   Universitätsklinikum Aachen

   Affiliation as printed

   Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany

5. Sebastian Keil

   Technische Universität Dresden · Else Kröner Fresenius Center for Digital Health

   Affiliation as printed

   Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany

6. Maximilian Franz Schulze-Hagen Aachen Department of Diagnostic and Interventional Radiology

   Universitätsklinikum Aachen

   Affiliation as printed

   Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany

7. Marc Terwoelbeck Aachen Department of Diagnostic and Interventional Radiology

   Universitätsklinikum Aachen

   Affiliation as printed

   Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany

8. Peter Isfort Aachen Department of Diagnostic and Interventional Radiology

   Universitätsklinikum Aachen

   Affiliation as printed

   Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany

9. Christoph Haarburger
   Affiliation as printed

   Ocumeda GmbH, Munich, Germany

10. Fabian M. Kiessling Aachen Institute for Experimental Molecular Imaging Comprehensive Diagnostic Center Aachen (CDCA)

    RWTH Aachen University · Universitätsklinikum Aachen · Fraunhofer Institute for Digital Medicine

    Affiliation as printed

    Comprehensive Diagnostic Center Aachen (CDCA), University Hospital RWTH Aachen, Aachen, Germany

    Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany

    The Institute for Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany

11. Christiane Katharina Kuhl Aachen Department of Diagnostic and Interventional Radiology

    Universitätsklinikum Aachen

    Affiliation as printed

    Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany

12. Volkmar Schulz corresponding Aachen Physics of Molecular Imaging Systems Comprehensive Diagnostic Center Aachen (CDCA)

    RWTH Aachen University · Universitätsklinikum Aachen · Fraunhofer Institute for Digital Medicine

    Affiliation as printed

    Comprehensive Diagnostic Center Aachen (CDCA), University Hospital RWTH Aachen, Aachen, Germany

    Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany

    Physics of Molecular Imaging Systems, Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany

13. Sven Nebelung Aachen Department of Diagnostic and Interventional Radiology

    Universitätsklinikum Aachen

    Affiliation as printed

    Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany

14. Daniel Truhn corresponding Aachen Department of Diagnostic and Interventional Radiology

    Universitätsklinikum Aachen

    Affiliation as printed

    Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany