Anomaly Detection of Adversarial Examples using Class-conditional Generative Adversarial Networks

Hang Wang, David J. Miller, George Kesidis

Deep Neural Networks (DNNs) have been shown vulnerable to Test-Time Evasion attacks (TTEs, or adversarial examples), which, by making small changes to the input, alter the DNN's de…