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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

3D point cloud semantic segmentation is essential for real-world spatial understanding, yet the prohibitive cost of human annotations motivates unsupervised approaches that require no labels. Existing superpoint-based methods typically rely on spectral analysis at a fixed granularity, failing to capture the hierarchica...

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

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