Are Deep Neural Networks "Robust"?
arXiv:2008.12650
Abstract
Separating outliers from inliers is the definition of robustness in computer vision. This essay delineates how deep neural networks are different than typical robust estimators. Deep neural networks not robust by this traditional definition.