Pathologist-level classification of histopathological melanoma images with deep neural networks

European Journal of Cancer - Tập 115 - Trang 79-83 - 2019
Achim Hekler1, Jochen Sven Utikal2,3, Alexander H. Enk4, Carola Berking5, Joachim Klode6, Dirk Schadendorf6, Philipp Jansen6, Cindy Franklin7, Tim Holland-Letz8, Dieter Krahl9, Christof von Kalle1, Stefan Fröhling1, Titus Josef Brinker1,4
1National Center for Tumor Diseases, German Cancer Research Center, Heidelberg, Germany
2Department of Dermatology, Heidelberg University, Mannheim, Germany
3Skin Cancer Unit, German Cancer Research Center, Heidelberg, Germany
4Department of Dermatology, University Hospital Heidelberg, Heidelberg, Germany
5Department of Dermatology, University Hospital Munich (LMU), Munich, Germany
6Department of Dermatology, University Hospital Essen, Essen, Germany
7Department of Dermatology, University Hospital Cologne, Cologne, Germany
8Department of Biostatistics, German Cancer Research Center (DKFZ), Heidelberg
9Private Laboratory of Dermatohistopathology, Mönchhofstraße 52, 69120 Heidelberg