Statistical Adversaries: Natural Backdoor-like Adversarial Features in Clean Vision Datasets

Paul K. Mandal, Pavan Reddy, Tristan Malatynski

Model-specific adversarial attacks have been extensively studied. We study a different failure mode: naturally occurring statistical signals in vision data that can behave as backd…