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Jing-Lei He

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Preprint Oct 2026

LightVLN: Efficient Aerial Vision-and-Language Navigation with Compact Memory and History-Guided Local Aggregation

Aerial vision-and-language navigation (VLN) enables unmanned aerial vehicles to execute long-horizon natural-language instructions from visual observations in complex three-dimensional environments. However, recent aerial VLN models often rely on large-scale vision-language backbones and dense visual histories, imposin...

Yi-Ming Zhao, Tian-Shun Li, Jing-Lei He et al. · 0 citations

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