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Author

Nikolay Atanasov

2 papers indexed here

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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
Jul 2026

From Distances to Trajectories: Real-Time Signed Distance Function Mapping and Distance-Accelerated Motion Planning for UAVs

An Octree REsidual Network (OREN) is developed that pairs an explicit octree prior with an implicit neural residual to reconstruct SDFs online from point cloud observations with the efficiency of volumetric methods and the accuracy and differentiability of neural methods.

Jason Stanley, Zhi-Rui Dai, Qi-Hao Qian et al. · 0 citations

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