DistScene: Object-to-Scene Distillation for 3D Scene Generation

DistScene enables single-image compositional 3D scene generation by modeling environments as explicit components rather than mere collections of objects. The framework uses Scene-Frame Generation to learn joint geometry and relative placement in a shared coordinate frame, followed by Object-to-Scene Distillation to transfer pretrained object priors into the scene.