Diffusion-Based Contextual Reconstruction for Point Cloud Segmentation with Limited Annotations
Point cloud semantic segmentation is fundamental to 3D scene understanding, but dense annotation requirements limit scalability. Although recent label propagation and contrastive learning methods enhance local consistency, the incomplete object coverage caused by sparse annotations hinders global c