Appearance-aware Scaling Diffusion Model for 3D Point Cloud Upsampling
This work proposes the Appearance-aware Scaling Diffusion Model (ASDM), a conditional diffusion framework for scene-level ALS point cloud upsampling that incorporates multi-view projected depth-image cues derived directly from the input point cloud that outperforms recent diffusion-based baselines.