Explicitly Modeling Subcortical Vision with a Neuro-Inspired Front-End Improves CNN Robustness

Lucas Piper, Arlindo L. Oliveira, Tiago Marques

Convolutional neural networks (CNNs) trained on object recognition achieve high task performance but continue to exhibit vulnerability under a range of visual perturbations and out…