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Yufei Li

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Preprint Jul 2026

Video Models as Native 4D Renderers: World-Grounded Conditioning from Animated Mesh

D, a reference-guided renderer that extends Wan2.2 camera control from Plucker rays alone to a joint camera-plus-geometry interface and projects a neural 4D G-buffer from the animated mesh and injects it through a widened control adapter while preserving the pretrained image-to-video prior, supporting tracking+world-po...

Junhao Chen, Mingjin Chen, Henghaofan Zhang et al. · 0 citations

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