Generative Semantic Scene Completion via Discrete Diffusion

This method uses a discrete-diffusion formulation to recover dense semantic voxel grids from LiDAR scans observing only 1% of target volume. It introduces the PS^3-SemanticKITTI corpus to address class imbalances exceeding 7,000x.