Any 3D Scene is Worth 1K Tokens: 3D-Grounded Representation for Scene Generation at Scale
The method proposes generating 3D scenes directly within a compact, implicit 3D latent space instead of using 2D views. It repurposes powerful 2D foundation models to create this 3D representation, allowing diffusion models to generate spatially consistent and efficient scenes grounded in real-world geometry.