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20242026
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cs.RO2026

ReferTrack: Referring Then Tracking for Embodied Visual Tracking

Hanjing Ye, Tianle Zeng, Jiazhao Zhang +6

Embodied visual tracking (EVT) requires a mobile agent to continuously follow a specific target described in natural language using only onboard vision. While recent vision-languag…

cs.RO2026

NavIsaacLab: Generating Realistic Crowd via Parallel Robot Learning for Benchmarking Human-aware Navigation

Bingyi Xia, Han Bao, Jingyu Zhu +6

Robot autonomous navigation that accounts for surrounding human activities is crucial for ensuring both safety and natural human-robot interaction in real-world environments shared…

cs.RO2026

Learning Robot Visual Navigation in Crowds via Intention-Aware Scene Representations

Han Bao, Bingyi Xia, Hanjing Ye +5

Robot crowd navigation requires the ability to infer human intentions while accounting for the structural constraints of the environment. Currently, deep reinforcement learning (DR…

cs.RO2026

TARIC: Memory-Augmented Traversability-Aware Outdoor VLN under Interrupted Semantic Cues

Tianle Zeng, Hanjing Ye, Jianwei Peng +3

Outdoor vision-language navigation (VLN) in long-range, open-world environments is frequently disrupted by semantic-cue interruptions, where informative goal cues become sparse, oc…

cs.RO2026

Follow-Bench: A Unified Motion Planning Benchmark for Socially-Aware Robot Person Following

Hanjing Ye, Weixi Situ, Jianwei Peng +4

Robot person following (RPF) -- mobile robots that follow and assist a specific person -- has emerging applications in personal assistance, security patrols, eldercare, and logisti…

cs.RO2025

MfNeuPAN: Proactive End-to-End Navigation in Dynamic Environments via Direct Multi-Frame Point Constraints

Yiwen Ying, Hanjing Ye, Senzi Luo +4

Obstacle avoidance in complex and dynamic environments is a critical challenge for real-time robot navigation. Model-based and learning-based methods often fail in highly dynamic s…