Explainable deep learning approaches for high precision early melanoma detection using dermoscopic images

Abstract Detecting skin melanoma in the early stage using dermoscopic images presents a complex challenge due to the inherent variability in images. Utilizing dermatology datasets, the study aimed to develop Automated Diagnostic Systems for early skin cancer detection. Existing methods often struggl...

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Autors principals:	Md Abdullah All Mahmud, Sadia Afrin, M. F. Mridha, Sultan Alfarhood, Dunren Che, Mejdl Safran
Format:	Artigo
Idioma:	Inglês
Publicat:	Nature Portfolio 2025-07-01
Col·lecció:	Scientific Reports
Matèries:	Dermoscopic images Deep learning Early-stage melanoma detection Explainable AI Swish activation
Accés en línia:	https://doi.org/10.1038/s41598-025-09938-4
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