CASR: Correlation-Aware Support Resampling for Few-Shot Learning with Prototypical Networks
The quality of support sets plays a critical role in few-shot learning. How well class prototypes represent their corresponding categories depends directly on the samples selected to construct these sets during episodic training. In standard implementations of Prototypical Networks, support samples are typically select...