no code implementations • 29 Sep 2021 • Wenming Cao, Qifan Liu, Guang Liu, Zhihai He
We construct a prime-dual network structure for few-shot learning which establishes a commutative relationship between the support set and the query set, as well as a new self- supervision constraint for highly effective few-shot learning.
no code implementations • 29 Sep 2021 • Wenming Cao, Zhineng Zhao, Qifan Liu, Zhihai He
Few-shot learning (FSL) aims to characterize the inherent visual relationship between support and query samples which can be well generalized to unseen classes so that we can accurately infer the labels of query samples from very few support samples.