4DAnyone turns casual video into 4D

4DAnyone makes single-camera 4D capture look increasingly practical, but its biggest breakthrough is consistency at scale—not merely hallucinating another viewpoint.

• –Reference Context Packing keeps multiview conditioning bounded as generated views accumulate
• –Target Context Routing reduces structural drift between separately processed viewpoint groups
• –Skeleton conditioning provides a more reliable geometric signal than noisy dense depth or camera estimates
• –The pipeline could lower barriers for avatars, virtual production, games, telepresence, and robotics data
• –As with any monocular reconstruction system, hidden surfaces and fine details remain learned guesses rather than observed geometry