Author

Mingze Sun

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Preprint Jul 2026

ViP-Rig: Visual-Prompted Controllable Rigging

ViP-Rig is a visual-prompted framework that supports both prompt-first rigging and result-guided editing by injecting features extracted from user-drawn or edited 2D skeletal and rigidity prompts into frozen pretrained backbones into a frozen pretrained autoregressive generator.

Zihan Qin, Mingze Sun, Yifan Mao et al. · 0 citations

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-position correspondence as a practical 4D rendering condition.

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