openalexScientific Reports2026-07-23
Unmasking adversarial attacks using a robust XAI-driven approach for secure medical image classification
Sudarshan Saha, Md. Sohel Rana, Ahmed Wasif Reza, M. R. Amin
Deep learning models have revolutionized medical image analysis but remain vulnerable to adversarial attacks. This work presents FusionStack, an explainability-driven framework for detecting adversarial perturbations through multi-method XAI stability analysis. We introduce three…