Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks
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Published:2019-09
Issue:
Volume:119
Page:57-65
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ISSN:0959-8049
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Container-title:European Journal of Cancer
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language:en
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Short-container-title:European Journal of Cancer
Author:
Maron Roman C., Weichenthal Michael, Utikal Jochen S., Hekler Achim, Berking Carola, Hauschild Axel, Enk Alexander H., Haferkamp Sebastian, Klode Joachim, Schadendorf DirkORCID, Jansen Philipp, Holland-Letz Tim, Schilling BastianORCID, von Kalle Christof, Fröhling Stefan, Gaiser Maria R., Hartmann Daniela, Gesierich Anja, Kähler Katharina C., Wehkamp UlrikeORCID, Karoglan Ante, Bär Claudia, Brinker Titus J.ORCID, Schmitt Laurenz, Peitsch Wiebke K., Hoffmann Friederike, Becker Jürgen C., Drusio Christina, Jansen Philipp, Klode Joachim, Lodde Georg, Sammet Stefanie, Schadendorf Dirk, Sondermann Wiebke, Ugurel Selma, Zader Jeannine, Enk Alexander, Salzmann Martin, Schäfer Sarah, Schäkel Knut, Winkler Julia, Wölbing Priscilla, Asper Hiba, Bohne Ann-Sophie, Brown Victoria, Burba Bianca, Deffaa Sophia, Dietrich Cecilia, Dietrich Matthias, Drerup Katharina Antonia, Egberts Friederike, Erkens Anna-Sophie, Greven Salim, Harde Viola, Jost Marion, Kaeding Merit, Kosova Katharina, Lischner Stephan, Maagk Maria, Messinger Anna Laetitia, Metzner Malte, Motamedi Rogina, Rosenthal Ann-Christine, Seidl Ulrich, Stemmermann Jana, Torz Kaspar, Velez Juliana Giraldo, Haiduk Jennifer, Alter Mareike, Bär Claudia, Bergenthal Paul, Gerlach Anne, Holtorf Christian, Karoglan Ante, Kindermann Sophie, Kraas Luise, Felcht Moritz, Gaiser Maria R., Klemke Claus-Detlev, Kurzen Hjalmar, Leibing Thomas, Müller Verena, Reinhard Raphael R., Utikal Jochen, Winter Franziska, Berking Carola, Eicher Laurie, Hartmann Daniela, Heppt Markus, Kilian Katharina, Krammer Sebastian, Lill Diana, Niesert Anne-Charlotte, Oppel Eva, Sattler Elke, Senner Sonja, Wallmichrath Jens, Wolff Hans, Giner Tina, Glutsch Valerie, Kerstan Andreas, Presser Dagmar, Schrüfer Philipp, Schummer Patrick, Stolze Ina, Weber Judith, Drexler Konstantin, Haferkamp Sebastian, Mickler Marion, Stauner Camila Toledo, Thiem Alexander
Funder
Federal Ministry of Health in Germany
Subject
Cancer Research,Oncology
Reference21 articles.
1. Melanoma;Schadendorf;The Lancet,2018 2. Survival of patients with skin melanoma in Europe increases further: results of the EUROCARE-5 study;Crocetti;Eur J Canc,2015 3. Dermoscopy compared with naked eye examination for the diagnosis of primary melanoma: a meta-analysis of studies performed in a clinical setting;Vestergaard;Br J Dermatol,2008 4. Dermatologist-level classification of skin cancer with deep neural networks;Esteva,2017 5. Skin cancer classification using convolutional neural networks: systematic review;Brinker;J Med Internet Res,2018
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