Jannatul Masruk Mukta

Preprocessing Failure and Adversarial Detection in Depthwise-Separable Edge Vision Systems

Preprocessing-based defenses are the standard first-line response to adversarial attacks on edge vision systems, requiring no retraining, no architectural changes, and widely recommended as model-agnostic mitigations. Yet the foundational evaluations of these defenses were conducted on residual or Inception-class archi...