Julia K. Winkler

Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists

Holger A. Haenssle, Christine Fink, Roland Schneiderbauer et al. · Annals of Oncology · 2018 · 1.6K citations · Full text

Medicine, Dermatology, Oncology +14

Association Between Surgical Skin Markings in Dermoscopic Images and Diagnostic Performance of a Deep Learning Convolutional Neural Network for Melanoma Recognition

Julia K. Winkler, Christine Fink, Ferdinand Toberer et al. · JAMA Dermatology · 2019 · 365 citations · Full text

Veterinary Medicine, Dermatology, Oncology +16

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

Achim Hekler, Jochen Utikal, Alexander Enk et al. · European Journal of Cancer · 2019 · 354 citations · Full text

Computing, Computer Science, Dermatology +17

Man against machine reloaded: performance of a market-approved convolutional neural network in classifying a broad spectrum of skin lesions in comparison with 96 dermatologists working under less artificial conditions

Holger A. Haenssle, Christine Fink, Ferdinand Toberer et al. · Annals of Oncology · 2020 · 232 citations · Full text

Medicine, Dermatology, Anatomic Pathology +12

Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks

Roman C. Maron, Michael Weichenthal, Jochen Utikal et al. · European Journal of Cancer · 2019 · 218 citations · Full text

Medicine, Dermatology, Oncology +15