96 citations · 99 across the 7 of their papers we have counts for
Showing 2025Show all
3 papers · 1 filter
cs.CV2025
Adapting MLLMs for Nuanced Video Retrieval
Piyush Bagad, Andrew Zisserman
Our objective is to build an embedding model that captures the nuanced relationship between a search query and candidate videos. We cover three aspects of nuanced retrieval: (i) te…
cs.CV2025
Chirality in Action: Time-Aware Video Representation Learning by Latent Straightening
Piyush Bagad, Andrew Zisserman
Our objective is to develop compact video representations that are sensitive to visual change over time. To measure such time-sensitivity, we introduce a new task: chiral action re…
cs.CV2025
SEVERE++: Evaluating Benchmark Sensitivity in Generalization of Video Representation Learning
Fida Mohammad Thoker, Letian Jiang, Chen Zhao +4
Continued advances in self-supervised learning have led to significant progress in video representation learning, offering a scalable alternative to supervised approaches by removi…