Cheng-Lei Shen

Allocate Before You Embed: Adaptive Visual Input Allocation for Video Embeddings

Large-scale video retrieval requires embedding models to encode long and diverse videos under tight visual-input and inference budgets. Existing methods typically sample a small, fixed set of frames at their original resolution, limiting temporal coverage and ignoring frame importance. Our empirical analysis shows that...