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20242026
most citedFoundational Models for 3D Point Clouds: A Survey and Outlook

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cs.CV2026

SCOPE: Scene-Contextualized Incremental Few-Shot 3D Segmentation

Vishal Thengane, Zhaochong An, Tianjin Huang +5

Incremental Few-Shot (IFS) segmentation aims to learn new categories over time from only a few annotations. Although widely studied in 2D, it remains underexplored for 3D point clo…