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Author

Wen-Shan Wang

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Preprint Sep 2026

Map2Route: Benchmarking Compositional Language-Grounded Route Planning over Semantic Maps

Across seven representative adapted baselines, Grounding2Route substantially outperforms existing methods in all metrics, and a substantial gap to human demonstrations remains, highlighting the difficulty of Map2Route and the considerable headroom for future progress.

Mu-Yi Bao, Hang Xu, Jin Tang et al. · 0 citations
Open access Jul 2026

SuperMap: A Spatio-Temporal SLAM System for Visual-Language Navigation

This work presents SuperMap, a 4D spatio-temporal mapping framework for language-guided navigation that integrates high-frequency geometric SLAM with asynchronous open-vocabulary perception and releases the full system as open-source to provide the community with a deployable baseline for open-vocabulary spatio-tempora...

Shibo Zhao, Guofei Chen, Honghao Zhu et al. · 2 citations

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