Track the Noise, Move the World:3D-Grounded Motion-Consistent Noise for Controllable Video Generation
UniCaMo is presented, a unified framework that enables simultaneous control of object trajectories and camera viewpoints by directly constructing the input noise of the diffusion model and achieves state-of-the-art results in both video quality and motion controllability on standard controllable video generation benchmarks.