Geometry Without Coordinates: LiDAR Diffusion as a 3D Feature Bridge

Samed Doğan, Nico Leuze, Alfred Schöttl

Transferring the rich priors of large 2D foundation models to sparse 3D LiDAR remains challenging, as training native 3D foundation models at comparable scale is limited by data an…