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UniGP reveals that joint training of controllable generation and dense prediction can significantly enhance performance without the need for complex designs, outperforming specialized models.
WildActor generates realistic human videos from any viewpoint while strictly preserving identity, a feat that existing methods struggle with due to face-centric behavior or copy-paste artifacts.