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Paper · arXiv

MoRight: Motion Control Done Right

Generating motion-controlled videos--where user-specified actions drive physically plausible scene dynamics under freely chosen viewpoints--demands two capabilities: (1) disentangled motion control, allowing users to separately control the object motion and adjust camera viewpoint; and (2) motion causality, ensuring that user-driven actions trigger coherent reactions from other objects rather than merely displacing pixels. Existing methods fall short on both fronts: they entangle camera and object motion into a single tracking signal and treat motion as kinematic displacement without modeling causal relationships between object motion. We introduce MoRight, a unified framework that addres...

AuthorsShaowei Liu, Xuanchi Ren, Tianchang Shen et al.
Primary categorycs.CV
Published8 April 2026
Last updated at source8 April 2026
cs.CVcs.AIcs.GRcs.LGcs.RO
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