Runcheng Geng

Prioritising geometric saliency: rethinking point sampling as a discriminative mechanism for 3D point cloud learning

Geometry-Aware Sampling is proposed, a parameter-free preprocessing module that explicitly models point importance through a two-tier geometric prior, offering a highly compatible and reproducible solution for efficient 3D vision pipelines.