Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology
Medical Image Analysis, vol. 79, pp. 102474
Authors 23
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
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Brigham and Women's Hospital · Harvard University
Affiliation as printed
Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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Brigham and Women's Hospital · Harvard University
Affiliation as printed
Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
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Johannes Kepler University of Linz · Kepler Universitätsklinikum
Affiliation as printed
Institute of Pathology and Molecular Pathology, Kepler University Hospital, Johannes Kepler University Linz, Linz, Austria
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Affiliation as printed
Institute of Pathology, University of Bern, Switzerland
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
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University of Leeds · Maastricht University Medical Centre · Maastricht University
Affiliation as printed
Department of Pathology, GROW School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands.; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
Department of Pathology, GROW School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands
Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
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German Cancer Research Center · National Center for Tumor Diseases · Deutsches Konsortium für Translationale Krebsforschung
Affiliation as printed
Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany
German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
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Universität Hamburg · German Cancer Research Center · University Medical Center Hamburg-Eppendorf · University Cancer Center Hamburg
Affiliation as printed
Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany; Cancer Epidemiology Group, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
Cancer Epidemiology Group, University Cancer Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Affiliation as printed
Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Affiliation as printed
Digital Biomarkers for Oncology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Radiology, University Hospital RWTH Aachen, Aachen, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Department of Radiology, University Hospital RWTH Aachen, Aachen, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
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Universitätsklinikum Aachen · RWTH Aachen University
Affiliation as printed
Institute of Pathology, University Hospital RWTH Aachen, Aachen, Germany
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Affiliation as printed
Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Volkmar Schulz Aachen Department of Physics of Molecular Imaging Systems Comprehensive Diagnostic Center Aachen (CDCA) Hyperion Hybrid Imaging Systems GmbH Department of Physics of Molecular Imaging Systems
Universitätsklinikum Aachen · Fraunhofer Institute for Digital Medicine · RWTH Aachen University
Affiliation as printed
Department of Physics of Molecular Imaging Systems, Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany; Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany; Comprehensive Diagnostic Center Aachen (CDCA), University Hospital Aachen, Aachen, Germany; Hyperion Hybrid Imaging Systems GmbH, Aachen, Germany
Comprehensive Diagnostic Center Aachen (CDCA), University Hospital Aachen, Aachen, Germany
Department of Physics of Molecular Imaging Systems, Experimental Molecular Imaging, RWTH Aachen University, Aachen, Germany
Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany
Hyperion Hybrid Imaging Systems GmbH, Aachen, Germany
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University of Leeds · Universitätsklinikum Aachen · Else Kröner Fresenius Center for Digital Health · Technische Universität Dresden · RWTH Aachen University
Affiliation as printed
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany; Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK; Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany. Electronic address: jkather@ukaachen.de
Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, UK
Else Kroener Fresenius Center for Digital Health, Medical Faculty Carl Gustav Carus, Technical University Dresden, Dresden, Germany
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