Coordinate-space diffusion improves video consistency

Leveraging multi‑view point tracking as geometric supervision for video diffusion models reduces the cross‑view jitter that has plagued monocular pipelines. By routing attention features through an auxiliary tracking head, the generated novel‑view videos maintain better alignment with the physical s