USR-Drive: Unified Driving Scene Representation via Joint Denoising of 3D Gaussians and Boxes
USR-Drive is proposed, a unified conditional generative framework that, given only posed multi-view driving videos, jointly recovers dense dynamic geometry and instance-level object layouts within a shared scene representation and delivers state-of-the-art results for both dynamic reconstruction and 3D detection on the...