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Paper · arXiv

PAI-Studio: Cinematic Video Background Replacement with Camera-Aware Motion

We present PAI-Studio, a new reference-conditioned video synthesis task that addresses a long-standing challenge in cinematic background replacement: generating dynamic backgrounds aligned with foreground motion while preserving foreground identity, matching reference scene appearance, and achieving globally consistent illumination with realistic foreground relighting. Existing open-source systems and commercial APIs cannot simultaneously ensure motion-consistent background generation, high-fidelity foreground relighting and foreground identity preservation, often resulting in static backgrounds, inconsistent boundaries, and noticeable compositing artifacts. To bridge this gap, we build u...

AuthorsHeyuan Gao, Bangxun Tang, Yiren Song et al.
Primary categorycs.CV
Published31 May 2026
Last updated at source31 May 2026
cs.CV
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