Superior skin cancer classification by the combination of human and artificial intelligence

Author:

Hekler Achim,Utikal Jochen S.,Enk Alexander H.,Hauschild Axel,Weichenthal Michael,Maron Roman C.,Berking Carola,Haferkamp Sebastian,Klode Joachim,Schadendorf DirkORCID,Schilling BastianORCID,Holland-Letz Tim,Izar Benjamin,von Kalle Christof,Fröhling Stefan,Brinker Titus J.,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,Gesierich Anja,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

Bundesministerium für Gesundheit

Publisher

Elsevier BV

Subject

Cancer Research,Oncology

Reference28 articles.

1. Dermatologist-level classification of skin cancer with deep neural networks;Esteva;Nature,2017

2. Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists;Haenssle;Ann Oncol,2018

3. Chexnet: radiologist-level pneumonia detection on chest x-rays with deep learning;Rajpurkar,2017

4. Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task;Brinker;Eur J Canc,2019

5. Comparative accuracy of diagnosis by collective intelligence of multiple physicians vs individual physicians;Barnett;JAMA Ntwork Oen,2019

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