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20242026
most citedTowards Realistic UAV Vision-Language Navigation: Platform, Benchmark, and Methodology

3 citations · 3 across the 6 of their papers we have counts for

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Showing 2026Show all

5 papers · 1 filter

cs.RO2026

CosFly-VLA: A Spatially Aware Vision-Language-Action Model for UAV Tracking

Ruilong Ren, Songsheng Cheng, Yunpeng Zhou +9

Dynamic target tracking is essential for Unmanned Aerial Vehicles (UAVs) operating in complex urban environments, where both the target and the camera viewpoint change continuously…

cs.RO2026

Think Like a Pilot: Fine-Grained Long-Horizon UAV Navigation

Xiangyi Zheng, Xiangyu Wang, Qinan Liao +6

Language-guided UAV agents must execute long-horizon semantic instructions while producing smooth, physically feasible continuous flight commands, yet existing Vision-Language Navi…

cs.RO2026

CosFly-Track: A Large-Scale Multi-Modal Dataset for UAV Visual Tracking via Multi-Constraint Trajectory Optimization

Xiangyue Wang, Hanxuan Chen, Songsheng Cheng +7

Recent aerial vision-language navigation (VLN) datasets have grown rapidly, but they primarily address goal-oriented navigation to static destinations, leaving UAV visual tracking…

cs.RO2026

CosFly: Plan in the Matrix, Fly in the World

Hanxuan Chen, Xiangyue Wang, Songsheng Cheng +8

We present CosFly, a box-structured planning and multimodal simulation pipeline for aerial tracking, together with CosFly-Track, a large-scale UAV dataset for dynamic target tracki…

cs.RO2026

Vision-and-Language Navigation for UAVs: Progress, Challenges, and a Research Roadmap

Hanxuan Chen, Jie Zheng, Siqi Yang +9

Vision-and-Language Navigation for Unmanned Aerial Vehicles (UAV-VLN) represents a pivotal challenge in embodied artificial intelligence, focused on enabling UAVs to interpret high…