Neng Liu

GIPACount: Global interaction and prototype-guided aggregation network for exemplar-conditioned few-shot object counting.

Few-shot object counting (FSC) aims to estimate counts for previously unseen (novel) categories given only a few exemplars, leveraging knowledge learned on seen (base) categories for generalization. However, most existing methods rely on unidirectional matching and underuse scene context, limiting the effective use of...