Geometrically aware transformer for point cloud analysis

Abstract With the increasing use of 3D point cloud data in autonomous driving, robotic perception, and remote sensing, efficient and accurate point cloud analysis remains a critical challenge. This study presents PointGA, a lightweight Transformer-based model that enhances geometric perception for i...

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Bibliographic Details
Main Authors: Siyuan Chen, Zhiwei Fang, Siyao Wan, Ting Zhou, Chunlin Chen, Meng Wang, Qianming Li
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-00789-7
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