Few-shot learning for skin lesion classification: A prototypical networks approach

Author:

Chamarthi Sireesha,Fogelberg Katharina,Gawlikowski Jakob,Brinker Titus J.

Funder

Deutsches Krebsforschungszentrum

Deutsches Zentrum für Luft- und Raumfahrt

Helmholtz Artificial Intelligence Cooperation Unit

Publisher

Elsevier BV

Reference36 articles.

1. Deep learning for medical image processing: Overview, challenges and the future;Razzak,2017

2. Dermatologist-level classification of skin cancer with deep neural networks;Esteva;Nature,2017

3. Domain shifts in dermoscopic skin cancer datasets: Evaluation of essential limitations for clinical translation;Fogelberg;New Biotechnol,2023

4. Few shot learning for medical imaging: A comparative analysis of methodologies and formal mathematical framework;Nayem,2023

5. Generalizing to unseen domains: A survey on domain generalization;Wang,2021

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