Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations

Alex Wong, Mukund Mundhra, Stefano Soatto

We study the effect of adversarial perturbations of images on the estimates of disparity by deep learning models trained for stereo. We show that imperceptible additive perturbatio…