Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks

Hang Gao, Zheng Shou, Alireza Zareian +2

Deep neural networks suffer from over-fitting and catastrophic forgetting when trained with small data. One natural remedy for this problem is data augmentation, which has been rec…