activity
20242026
most citedPriorDrive: Enhancing Online HD Mapping with Unified Vector Priors

2 citations · 2 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2026

FARTrack: Fast Autoregressive Visual Tracking with High Performance

Guijie Wang, Tong Lin, Yifan Bai +4

Inference speed and tracking performance are two critical evaluation metrics in the field of visual tracking. However, high-performance trackers often suffer from slow processing s…

cs.CV2025

Seeing Space and Motion: Enhancing Latent Actions with Geometric and Dynamic Awareness for Vision-Language-Action Models

Zhejia Cai, Yandan Yang, Xinyuan Chang +5

Latent Action Models (LAMs) enable Vision- Language-Action (VLA) systems to learn semantic action representations from large-scale unannotated data. Yet, we identify two bottleneck…

cs.RO2025

Persistent Autoregressive Mapping with Traffic Rules for Autonomous Driving

Shiyi Liang, Xinyuan Chang, Changjie Wu +8

Safe autonomous driving requires both accurate HD map construction and persistent awareness of traffic rules, even when their associated signs are no longer visible. However, exist…

cs.CV2025

JanusVLN: Decoupling Semantics and Spatiality with Dual Implicit Memory for Vision-Language Navigation

Shuang Zeng, Dekang Qi, Xinyuan Chang +7

Vision-and-Language Navigation requires an embodied agent to navigate through unseen environments, guided by natural language instructions and a continuous video stream. Recent adv…

cs.CV2025

UniMapGen: A Generative Framework for Large-Scale Map Construction from Multi-modal Data

Yujian Yuan, Changjie Wu, Xinyuan Chang +6

Large-scale map construction plays a vital role in applications like autonomous driving and navigation systems. Traditional large-scale map construction approaches mainly rely on c…

cs.CV2024★ 2 cited

PriorDrive: Enhancing Online HD Mapping with Unified Vector Priors

Shuang Zeng, Xinyuan Chang, Xinran Liu +5

High-Definition Maps (HD maps) are essential for the precise navigation and decision-making of autonomous vehicles, yet their creation and upkeep present significant cost and timel…