Short-horizon predictions where the scene is actually moving

Per-window rollouts

Five streams across; ground truth on the top row, prediction beneath. Both rows are decoded by the same VAE from the same window, so a difference in sharpness between them is the model and not the codec. The strip under each clip marks the eight observed frames and the eight predicted ones.