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

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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Bibliographic Details
Main Authors: Md Abdullah All Mahmud, Sadia Afrin, M. F. Mridha, Sultan Alfarhood, Dunren Che, Mejdl Safran
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Dermoscopic images
Deep learning
Early-stage melanoma detection
Explainable AI
Swish activation
Online Access:https://doi.org/10.1038/s41598-025-09938-4
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