3 papers
cs.CV2026
SpaceDrive: Infusing Spatial Awareness into VLM-based Autonomous Driving
Peizheng Li, Zhenghao Zhang, David Holtz +6
End-to-end autonomous driving methods built on vision language models (VLMs) have undergone rapid development driven by their universal visual understanding and strong reasoning ca…
cs.RO2026
Glance-Say: Multimodal Human-Robot Collaboration and Intent Recognition via Sticky Glance
Yuzhi Lai, Shenghai Yuan, Peizheng Li +2
Gaze and speech are promising interaction modalities for individuals with motor impairments, yet robust intent recognition in multi-object environments remains challenging due to m…
cs.CV2025
SEER-VAR: Semantic Egocentric Environment Reasoner for Vehicle Augmented Reality
Yuzhi Lai, Shenghai Yuan, Peizheng Li +2
We present SEER-VAR, a novel framework for egocentric vehicle-based augmented reality (AR) that unifies semantic decomposition, Context-Aware SLAM Branches (CASB), and LLM-driven r…