Advancing skin cancer diagnosis with deep learning and attention mechanisms

Abstract Skin cancer, particularly melanoma, remains one of the most lethal diseases globally due to challenges in early detection and diagnosis. Conventional image segmentation models often face difficulties due to the high variability in lesion appearance and their limited ability to focus on crit...

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Hlavní autoři:	Yuan Yao, Umesh Kumar Lilhore, Sarita Simaiya, Sultan M. Aldossary, Lidia Gosy Tekeste, Ehab Ghith, Hanaa A. Abdallah
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Nature Portfolio 2025-12-01
Edice:	Scientific Reports
Témata:	Melanoma detection Skin cancer Image segmentation AI-powered detection Attention mechanisms UNet architecture
On-line přístup:	https://doi.org/10.1038/s41598-025-33597-0
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