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Farley Lai

3 accepted papers

2022

COMPOSER: Compositional Reasoning of Group Activity in Videos with Keypoint-Only Modality

ECCV 2022poster

"Group Activity Recognition detects the activity collectively performed by a group of actors, which requires compositional reasoning of actors and objects. We approach the task by modeling the video as tokens that represent the multi-scale semantic concepts in the video. We propose COMPOSER, a Multi…

2021

Hopper: Multi-hop Transformer for Spatiotemporal Reasoning

ICLR 2021poster

This paper considers the problem of spatiotemporal object-centric reasoning in videos. Central to our approach is the notion of object permanence, i.e., the ability to reason about the location of objects as they move through the video while being occluded, contained or carried by other objects. Exi…