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

Prototypical networks (PN) have emerged as one of multiple effective approaches for few-shot learning (FSL), even in medical image classification. This study focuses on implementing a PN for skin lesion classification to assess its performance, generalizability, and robustness when applied across 11...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Sireesha Chamarthi, Katharina Fogelberg, Jakob Gawlikowski, Titus J. Brinker
Format: Artigo
Sprache:Inglês
Veröffentlicht: Elsevier 2024-01-01
Schriftenreihe:Informatics in Medicine Unlocked
Schlagworte:
Few-shot learning
Domain shift
Skin lesion classification
Dermoscopic images
Domain generalization
Online-Zugang:http://www.sciencedirect.com/science/article/pii/S2352914824000765
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