Dreaming More Data: Class-dependent Distributions over Diffeomorphisms for Learned Data Augmentation

Søren Hauberg, Oren Freifeld, Anders Boesen Lindbo Larsen +2

Data augmentation is a key element in training high-dimensional models. In this approach, one synthesizes new observations by applying pre-specified transformations to the original…