PixWorld skips latent space for 3D scene generation
Researchers just introduced PixWorld, a unified model that handles both 3D scene reconstruction and generation directly in pixel space. Instead of relying on latent diffusion and VAEs that lose fine detail, it supervises diffusion on rendered images with a custom geometry perception loss. The approach matches top reconstruction models while beating prior latent generators in consistency.