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Han-Yun Wang

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#artificial intelligence Preprint Sep 2026

MSSP: Multi-Scale Spatially-Constrained Partition for Unsupervised Semantic Segmentation of 3D Point Clouds

A regularize-then-enrich interaction is revealed: multi-scale features alone do not improve final segmentation, yet become highly effective when coupled with spatial regularization, underscoring that spatial coherence is aprerequisite for multi-scale representations in superpoint clustering.

Zheng-Hao Zhang, Xin-Jie Wang, Wei Wang et al. · 0 citations

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