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Haoyu Zhao

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Jul 2026

UniCam: Taming Unified Diffusion Models in Noise Space for Camera-controllable Video Rendering

The UniCam framework is proposed, a unified framework that introduces a temporally coherent stochastic representation, termed CameraNoise, warped from camera intrinsic and extrinsic parameters, which significantly outperforms prior methods in both fidelity and controllability.

Haoyu Zhao, Zuxuan Wu, Yu-Gang Jiang · 0 citations