Detection of Adversarial Attacks on Super-Resolvers Using Spectral Features

Emma J. Reid, Haley Duba-Sullivan, Tony G. Allen

The integration of deep learning models into image preprocessing pipelines such as super-resolution introduces a largely unexplored attack vector for adversaries targeting downstre…