Princeton University, Mercedes-Benz, Torc Robotics · 3D Generation

LSD-3D: Large-Scale 3D Driving Scene Generation

A method for generating large-scale 3D driving scenes with geometry grounding by combining coarse geometric layouts, environment maps, and Gaussian splatting, optimized through diffusion-based distillation sampling to enable causally-consistent novel view synthesis with explicit 3D geometry.