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Forget full intrinsic decomposition: LightCtrl achieves state-of-the-art single-image relighting by learning sparse, physically meaningful latent proxies from limited PBR data.
Ditch the text prompts: AC-Foley uses reference audio to generate video sound effects with unprecedented control over timbre and acoustic details.