Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks

Hang Gao, Zheng Shou, Alireza Zareian, Hanwang Zhang, Shih-Fu Chang

Neural Information Processing Systems 

Specifically, a novel Generative Adversarial Network is designed to model thelatent distribution of each novel class given its related base counterparts.

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