Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.

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Title: Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts.
Authors: Haggenmüller S; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Maron RC; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Hekler A; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Utikal JS; Department of Dermatology, Heidelberg University, Mannheim, Germany; Skin Cancer Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany., Barata C; Institute for Systems and Robotics (ISR/IST), Instituto Superior Técnico, University of Lisbon, Portugal., Barnhill RL; Departments of Pathology and Translational Research, Institut Curie, Paris, France., Beltraminelli H; Department of Dermatology, Inselspital Bern University Hospital, University of Bern, Bern, Switzerland., Berking C; Department of Dermatology, University Hospital Erlangen, Erlangen, Germany., Betz-Stablein B; The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Australia., Blum A; Public, Private and Teaching Practice of Dermatology, Konstanz, Germany., Braun SA; Department of Dermatology, Medical Faculty, Heinrich-Heine-University, Düsseldorf, Germany; Department of Dermatology, University Hospital Münster, Germany., Carr R; Department of Pathology, Warwick Hospital, Warwick, UK., Combalia M; Department of Dermatology, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, Ciber de Enfermedades Raras ISCIII, Barcelona, Spain., Fernandez-Figueras MT; Hospital Universitari General de Catalunya, Grupo Quironsalud, Universitat Internacional de Catalunya, Sant Cugat Del Vallés, Barcelona, Spain., Ferrara G; Anatomic Pathology Unit, Macerata General Hospital, Macerata, Italy., Fraitag S; Department of Pathology, University Paris Descartes, Necker-Enfants Malades Hospital, Assistance Publique Hospitals of Paris, Paris, France., French LE; Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany; Dr. Philip Frost, Department of Dermatology and Cutaneous Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Gellrich FF; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Ghoreschi K; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Goebeler M; Department of Dermatology, Venereology and Allergology, University Hospital Würzburg, Würzburg, Germany., Guitera P; Sydney Melanoma Diagnostic Centre, Royal Prince Alfred Hospital, Sydney, New South Wales, Australia; Melanoma Institute Australia, And the University of Sydney, Australia., Haenssle HA; Department of Dermatology, University Hospital Heidelberg, Heidelberg, Germany., Haferkamp S; Department of Dermatology, University Hospital Regensburg, Regensburg, Germany., Heinzerling L; Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany., Heppt MV; Department of Dermatology, University Hospital Erlangen, Erlangen, Germany., Hilke FJ; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Hobelsberger S; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Krahl D; Dres. Krahl Dermatopathology, Heidelberg, Germany., Kutzner H; Dermatopathology Friedrichshafen, Friedrichshafen, Germany., Lallas A; First Department of Dermatology, School of Medicine, Faculty of Health Sciences, Aristotle University, Thessaloniki, Greece., Liopyris K; Memorial Sloan Kettering Cancer Center, New York, NY, USA., Llamas-Velasco M; Department of Dermatology, University Hospital La Princesa, Madrid, Spain., Malvehy J; Department of Dermatology, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, Ciber de Enfermedades Raras ISCIII, Barcelona, Spain., Meier F; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Müller CSL; Institute for Histology, Cytology and Molecular Diagnostic, Trier, Germany., Navarini AA; Department of Dermatology, University Hospital of Basel, Switzerland., Navarrete-Dechent C; Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile., Perasole A; Anatomic and Cytopathology, Az. ULSS 8 Berica, Regione Veneto, Ospedale San Bortolo, Vicenza, Italy., Poch G; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Podlipnik S; Department of Dermatology, Hospital Clinic of Barcelona, IDIBAPS, University of Barcelona, Ciber de Enfermedades Raras ISCIII, Barcelona, Spain., Requena L; Dermatology Department, Hospital Fundación Jiménez Díaz, Madrid, Spain., Rotemberg VM; Dermatology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA., Saggini A; Dermatopathology Friedrichshafen, Friedrichshafen, Germany., Sangueza OP; Dermatopathology, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA., Santonja C; Pathology Department, Fundación Jiménez Díaz, Madrid, Spain., Schadendorf D; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Essen, Germany., Schilling B; Department of Dermatology, Venereology and Allergology, University Hospital Würzburg, Würzburg, Germany., Schlaak M; Charité - Universitätsmedizin Berlin, Department of Dermatology, Venereology and Allergology, Berlin, Germany., Schlager JG; Department of Dermatology and Allergy, University Hospital, LMU Munich, Munich, Germany., Sergon M; Skin Cancer Center at the University Cancer Centre and National Center for Tumor Diseases Dresden, Department of Dermatology, University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany., Sondermann W; Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Essen, Germany., Soyer HP; The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre, Brisbane, Australia., Starz H; Dermpath München, Munich, Germany., Stolz W; Department of Dermatology, Allergology and Environmental Medicine II, Hospital Thalkirchner Street, Munich, Germany., Vale E; Department of Dermatology and Dermatopathology, Hospital da Luz, Lisbon, Portugal., Weyers W; Center for Dermatopathology, Freiburg, Germany., Zink A; Department of Dermatology and Allergy, Faculty of Medicine, Technical University of Munich, 80802, Munich, Germany., Krieghoff-Henning E; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany., Kather JN; Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany., von Kalle C; Department of Clinical-Translational Sciences, Charité University Medicine and Berlin Institute of Health (BIH), Berlin, Germany., Lipka DB; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany., Fröhling S; German Cancer Consortium (DKTK), Heidelberg, Germany; Department of Translational Medical Oncology, National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ), Heidelberg, Germany., Hauschild A; Department of Dermatology, University Hospital of Schleswig-Holstein (UKSH), Campus Kiel, Kiel, Germany., Kittler H; ViDIR Group, Department of Dermatology, Medical University of Vienna, Vienna, Austria., Brinker TJ; Digital Biomarkers for Oncology Group, National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany; German Cancer Consortium (DKTK), Heidelberg, Germany. Electronic address: titus.brinker@dkfz.de.
Source: European journal of cancer (Oxford, England : 1990) [Eur J Cancer] 2021 Oct; Vol. 156, pp. 202-216. Date of Electronic Publication: 2021 Sep 08.
Publication Type: Journal Article; Research Support, N.I.H., Extramural; Research Support, Non-U.S. Gov't; Systematic Review
Journal Info: Publisher: Elsevier Science Ltd Country of Publication: England NLM ID: 9005373 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0852 (Electronic) Linking ISSN: 09598049 NLM ISO Abbreviation: Eur J Cancer Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1879-0852
DOI:10.1016/j.ejca.2021.06.049