DistScene treats the environment as an explicit component, generating decomposable 3D scenes from one image with a 32.2% relative scene-CD reduction indoors
DistScene is a framework for single-image compositional 3D scene generation that jointly generates the environment and multiple independent objects in a shared scene frame, refines each object in a local space, and distills pretrained object-generation priors into scene generation via automatically composed and rendered synthetic scenes; on indoor and outdoor benchmarks it improves scene-level spatial coherence over the evaluated baselines.