What does a deep neural network confidently perceive? The effective dimension of high certainty class manifolds and their low confidence boundaries

Stanislav Fort, Ekin Dogus Cubuk, Surya Ganguli +1

Deep neural network classifiers partition input space into high confidence regions for each class. The geometry of these class manifolds (CMs) is widely studied and intimately rela…