Trace and Pace: Controllable Pedestrian Animation via Guided Trajectory Diffusion

Figure 1. (Left) We propose TRACE, a trajectory diffusion model that enables user control through test-time guidance. (Right) Generated trajectories are passed to a novel physics-based humanoid controller (PACER), forming a closed-loop pedestrian animation system.