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Author

W. Yao

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Open access Jul 2026

Towards Open-Vocabulary ALS Point Clouds Semantic Segmentation: An Empirical Study

A zero-shot, open-vocabulary semantic segmentation framework for ALS point clouds based on 2D-3D transfer, utilizing three types of VFMs and introduces an adaptive global view projection module that derives optimal virtual camera poses and field-of-view (FOV) from scene extents, effectively enabling the application of 2D VFMs even in the absence of original imagery.

Yanghong Lin, Tianyu Li, Shudong Zhou et al. · 1 citation

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