most citedKey Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis

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cs.CV2024★ 1 cited

Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis

Diogo J. Araújo, M. Rita Verdelho, Alceu Bissoto +3

Deep learning models have revolutionized the field of medical image analysis, due to their outstanding performances. However, they are sensitive to spurious correlations, often tak…

cs.CV2024★ 1 cited

XAI for Skin Cancer Detection with Prototypes and Non-Expert Supervision

Miguel Correia, Alceu Bissoto, Carlos Santiago +1

Skin cancer detection through dermoscopy image analysis is a critical task. However, existing models used for this purpose often lack interpretability and reliability, raising the…