Robust and Generalizable Visual Representation Learning via Random Convolutions

Zhenlin Xu, Deyi Liu, Junlin Yang +2

While successful for various computer vision tasks, deep neural networks have shown to be vulnerable to texture style shifts and small perturbations to which humans are robust. In…