Linchun Wu

Geometry-Aligned and Anomaly-Aware Reconstruction for 3D Anomaly Detection

Point cloud anomaly detection is crucial in automated manufacturing, with reconstruction-based diffusion methods emerging as a mainstream solution. However, these approaches still face two major challenges: (1) geometry violation, where random noise perturbations deviate from local surface normals,