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Xiatian Zhu

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#artificial intelligence Preprint Aug 2026

Video Generative Models as Geometry Learner

This work repurposes pretrained video generative models as a unified and data-efficient framework for geometry estimation, formulated innovatively as a next-frames prediction task, and inherits naturally structured knowledge and richer priors from the video model, enabling more data efficient and effective learning of...

Haosen Yang, Ji-Fei Song, Zhensong Zhang et al. · 1 citation
Jun 2026

3D Scene-Adaptive Trajectory-Controllable Human Image Animation with Camera Movement

A ground-adaptive 3D motion retargeting approach to enable user-friendly motion trajectory control adapting to the changes of elevations of ground and orientations automatically and a viewpoint-adaptive latent fusion mechanism to inject point-cloud geometric priors through scene-visibility masking into the generative p...

Deyin Liu, Jichen Xu, L. Wu et al. · 0 citations

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