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cs.RO2026★ 1 cited
What Is The Best 3D Scene Representation for Robotics? From Geometric to Foundation Models
Tianchen Deng, Yue Pan, Shenghai Yuan +10
In this paper, we provide a comprehensive overview of existing scene representation methods for robotics, covering traditional representations such as point clouds, voxels, signed…
cs.RO2025
Aion: Towards Hierarchical 4D Scene Graphs with Temporal Flow Dynamics
Iacopo Catalano, Eduardo Montijano, Javier Civera +2
Autonomous navigation in dynamic environments requires spatial representations that capture both semantic structure and temporal evolution. 3D Scene Graphs (3DSGs) provide hierarch…