Ost, Ramazzina, and Joshi et al., “LSD-3D: Large-Scale 3D Driving Scene Generation with Geometry Grounding”

Use a pretrained 2D denoising model, with DDIM inversion to update 3D Gaussians to generate 3D scenes.