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Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task
Titus J. Brinker ,
Achim Hekler ,
Alexander H. Enk ,
Joachim Klode ,
Axel Hauschild ,
Carola Berking ,
Bastian Schilling ,
Sebastian Haferkamp ,
Dirk Schadendorf ,
Tim Holland-Letz ,
Jochen S. Utikal ,
Christof von Kalle ,
Wiebke Ludwig-Peitsch ,
Judith Sirokay ,
Lucie Heinzerling ,
Magarete Albrecht ,
Katharina Baratella ,
Lena Bischof ,
Eleftheria Chorti ,
Anna Dith ,
Christina Drusio ,
Nina Giese ,
Emmanouil Gratsias ,
Klaus Griewank ,
Sandra Hallasch ,
Zdenka Hanhart ,
Saskia Herz ,
Katja Hohaus ,
Philipp Jansen ,
Finja Jockenhöfer ,
Theodora Kanaki ,
Sarah Knispel ,
Katja Leonhard ,
Anna Martaki ,
Liliana Matei ,
Johanna Matull ,
Alexandra Olischewski ,
Maximilian Petri ,
Jan-Malte Placke ,
Simon Raub ,
Katrin Salva ,
Swantje Schlott ,
Elsa Sody ,
Nadine Steingrube ,
Ingo Stoffels ,
Selma Ugurel ,
Anne Zaremba ,
Christoffer Gebhardt ,
Nina Booken ,
Maria Christolouka ,
Kristina Buder-Bakhaya ,
Therezia Bokor-Billmann ,
Alexander Enk ,
Patrick Gholam ,
Holger Hänßle ,
Martin Salzmann ,
Sarah Schäfer ,
Knut Schäkel ,
Timo Schank ,
Ann-Sophie Bohne ,
Sophia Deffaa ,
Katharina Drerup ,
Friederike Egberts ,
Anna-Sophie Erkens ,
Benjamin Ewald ,
Sandra Falkvoll ,
Sascha Gerdes ,
Viola Harde ,
Axel Hauschild ,
Marion Jost ,
Katja Kosova ,
Laetitia Messinger ,
Malte Metzner ,
Kirsten Morrison ,
Rogina Motamedi ,
Anja Pinczker ,
Anne Rosenthal ,
Natalie Scheller ,
Thomas Schwarz ,
Dora Stölzl ,
Federieke Thielking ,
Elena Tomaschewski ,
Ulrike Wehkamp ,
Michael Weichenthal ,
Oliver Wiedow ,
Claudia Maria Bär ,
Sophia Bender-Säbelkampf ,
Marc Horbrügger ,
Ante Karoglan ,
Luise Kraas ,
Jörg Faulhaber ,
Cyrill Geraud ,
Ze Guo ,
Philipp Koch ,
Miriam Linke ,
Nolwenn Maurier ,
Verena Müller ,
Benjamin Thomas ,
Jochen Sven Utikal ,
Ali Saeed M. Alamri ,
Andrea Baczako ,
Carola Berking ,
Matthias Betke ,
Carolin Haas ,
Daniela Hartmann ,
Markus V. Heppt ,
Katharina Kilian ,
Sebastian Krammer ,
Natalie Lidia Lapczynski ,
Sebastian Mastnik ,
Suzan Nasifoglu ,
Cristel Ruini ,
Elke Sattler ,
Max Schlaak ,
Hans Wolff ,
Birgit Achatz ,
Astrid Bergbreiter ,
Konstantin Drexler ,
Monika Ettinger ,
Sebastian Haferkamp ,
Anna Halupczok ,
Marie Hegemann ,
Verena Dinauer ,
Maria Maagk ,
Marion Mickler ,
Biance Philipp ,
Anna Wilm ,
Constanze Wittmann ,
Anja Gesierich ,
Valerie Glutsch ,
Katrin Kahlert ,
Andreas Kerstan ,
Bastian Schilling ,
Philipp Schrüfer
May 2019
May 2019
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