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Synthesizing novel views from extrapolated poses no longer requires dense supervision, thanks to a geometry-conditioned diffusion model that explicitly learns to handle out-of-trajectory artifacts.
Autonomous vehicles can now better avoid collisions by focusing on the riskiest actors in traffic, rather than treating all agents equally.