Game engines and coding agents can specify the layout, motion, and camera of a scene, yet turning such coarse structure into realistic video requires a renderer that follows the structure and completes the appearance it leaves open. Existing renderers are tied to the representation of one engine, ne
300 Questions, Not 8,400 Guesses: How a Detection Transformer Sees a Street