Mitigating the Influence of Domain Shift in Skin Lesion Classification: A Benchmark Study of Unsupervised Domain Adaptation Methods on Dermoscopic Images

no code implementations • 5 Oct 2023 • Sireesha Chamarthi, Katharina Fogelberg, Roman C. Maron, Titus J. Brinker, Julia Niebling

However, small or heavily imbalanced datasets lead to a reduced conformity of the results due to the influence of these factors on the methods performance.

Lesion Classification Skin Lesion Classification +1

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

no code implementations • 14 Apr 2023 • Katharina Fogelberg, Sireesha Chamarthi, Roman C. Maron, Julia Niebling, Titus J. Brinker

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 such as dermoscopic skin cancer classification.

Skin Cancer Classification Unsupervised Domain Adaptation