Sebastian Krammer

Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task

Titus J. Brinker, Achim Hekler, Alexander Enk et al. · European Journal of Cancer · 2019 · 544 citations

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 · 349 citations · Full text

A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task

Titus J. Brinker, Achim Hekler, Alexander Enk et al. · European Journal of Cancer · 2019 · 293 citations · Full text

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 · 211 citations · Full text

FusionM4Net: A multi-stage multi-modal learning algorithm for multi-label skin lesion classification

Peng Tang, Xintong Yan, Nan Yang et al. · Medical Image Analysis · 2021 · 110 citations

Dermoscopic Image, Multiple Instance Learning, Image Analysis +11