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Forget expensive MoCap rigs: PoseDreamer generates synthetic human datasets that outperform real-world data for 3D mesh estimation, thanks to diffusion models and clever sample selection.
Achieve world-consistent video generation by directly optimizing geometry in the latent space of pre-trained video diffusion models, sidestepping costly RGB-space operations and architectural changes.