Yuhan Liu

EgoArgus: Benchmarking VLMs as Situational Assistants for Modality-Grounded User Supports

VLMs are increasingly positioned as daily assistants that perceive first-person environments, follow user dialogue, and decide how to help. Existing egocentric benchmarks mainly evaluate visual understanding in isolation, leaving open whether models can arbitrate between visual evidence and user-provided language when...