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Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks
212
Zitationen
111
Autoren
2019
Jahr
Abstract
Our findings show that automated classification of dermoscopic melanoma and nevi images is extendable to a multiclass classification problem, thus better reflecting clinical differential diagnoses, while still outperforming dermatologists at a significant level (p < 0.001).
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Autoren
- Roman C. Maron
- Michael Weichenthal
- Jochen Utikal
- Achim Hekler
- Carola Berking
- Axel Hauschild
- Alexander Enk
- Sebastian Haferkamp
- Joachim Klode
- Dirk Schadendorf
- Philipp Jansen
- Tim Holland‐Letz
- Bastian Schilling
- Christof von Kalle
- Stefan Fröhling
- Maria Rita Gaiser
- Daniela Hartmann
- Anja Gesierich
- Katharina C. Kähler
- Ulrike Wehkamp
- Ante Karoglan
- Claudia Bär
- Titus J. Brinker
- Laurenz Schmitt
- Wiebke K. Peitsch
- Friederike Hoffmann
- Jürgen C. Becker
- Christina Drusio
- Philipp Jansen
- Joachim Klode
- Georg Lodde
- Stefanie Sammet
- Dirk Schadendorf
- Wiebke Sondermann
- Selma Ugurel
- Jeannine Zader
- Alexander Enk
- Martin Salzmann
- Sarah K. Schäfer
- Knut Schäkel
- Julia K. Winkler
- Priscilla Wölbing
- Hiba Asper
- Ann‐Sophie Bohne
- Victoria Brown
- Bianca Burba
- Sophia Deffaa
- Cecilia Dietrich
- Matthias Dietrich
- Katharina Drerup
- Friederike Egberts
- Anna‐Sophie Erkens
- Salim Greven
- Viola Harde
- Marion Jost
- Merit Kaeding
- Katharina Kosova
- S. Lischner
- Maria Maagk
- Anna Laetitia Messinger
- Malte Metzner
- Rogina Motamedi
- Ann-Christine Rosenthal
- Ulrich Seidl
- Jana Stemmermann
- Kaspar Torz
- Juliana Giraldo Velez
- Jennifer Haiduk
- Mareike Alter
- Claudia Bär
- Paul Bergenthal
- Anne Gerlach
- Christian Holtorf
- Ante Karoglan
- Sophie Kindermann
- Luise Kraas
- Moritz Felcht
- Maria Rita Gaiser
- Claus‐Detlev Klemke
- Hjalmar Kurzen
- Thomas Leibing
- Verena Müller
- Raphael Reinhard
- Jochen Utikal
- Franziska Winter
- Carola Berking
- Laurie Eicher
- Daniela Hartmann
- Markus V. Heppt
- Katharina Kilian
- Sebastian Krammer
- Diana Lill
- Anne‐Charlotte Niesert
- Eva Oppel
- Elke Sattler
- Sonja Senner
- Jens Wallmichrath
- Hans Wolff
- Tina Giner
- Valerie Glutsch
- Andreas Kerstan
- Dagmar Presser
- Philipp Schrüfer
- Patrick Schummer
- Ina Stolze
- Judith Weber
- Konstantin Drexler
- Sebastian Haferkamp
- Marion Mickler
- Camila Toledo Stauner
- Alexander Thiem
Institutionen
- German Cancer Research Center(DE)
- Heidelberg University(DE)
- National Center for Tumor Diseases(DE)
- LMU Klinikum(DE)
- Ludwig-Maximilians-Universität München(DE)
- University Hospital Heidelberg(DE)
- University Hospital Regensburg(DE)
- Essen University Hospital(DE)
- Universitätsklinikum Würzburg(DE)
- University Hospital Magdeburg(DE)