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Yu-Lun Tian

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Preprint Sep 2026

HIGS: Hierarchical Implicit Grids for Joint Geometric and Semantic Scene Understanding

Neural implicit representations have had a significant impact on scene reconstruction by enabling robots to build continuous, differentiable, and high-fidelity 3D maps. Most existing works focus on geometric reconstruction and lack semantic information for high-level spatial understanding and task planning. Also, as th...

Han-Wen Cao, Wen-Qiang Wu, Kuang-Ting Tu et al. · 0 citations

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