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Author

Fan Cao

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Oct 2026

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...

Jing-Hui He, Bo Liu, Fan Cao et al. · 0 citations
Jul 2026

Similarity-based multi-view positive and unlabeled learning

SMVPU first extracts reliable negative samples from the unlabeled set and assigns similarity-weighted values to the remaining unlabeled instances, and then incorporates multi-view representations to enhance feature compatibility and discriminability.

Bo Liu, Wentao Li, Fan Cao et al. · 0 citations

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