Interpreting Global Perturbation Robustness of Image Models using Axiomatic Spectral Importance Decomposition

Róisín Luo, James McDermott, Colm O'Riordan

Perturbation robustness evaluates the vulnerabilities of models, arising from a variety of perturbations, such as data corruptions and adversarial attacks. Understanding the mechan…