Domain shifts in dermoscopic skin cancer datasets: Evaluation of essential limitations for clinical translation

Katharina Fogelberg, Sireesha Chamarthi, Roman C. Maron +2

The limited ability of Convolutional Neural Networks to generalize to images from previously unseen domains is a major limitation, in particular, for safety-critical clinical tasks…