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Shangzhe Wu

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Preprint Sep 2026

ORMA: Optimization-based Monocular 4D Reconstruction of Articulated Animals

Recovering articulated 4D representations of animals from monocular videos remains challenging due to the large diversity of quadruped morphologies and lack of animal 4D supervision data. Existing learning-based reconstruction methods operate on individual images and rely on synthetic or model-fitted 3D supervision, wh...

Xu Hu, Francesco Palandra, Shang-Zhe Wu et al. · 0 citations
Preprint Sep 2026

Kirin: Animal Motion Generation from In-the-Wild Video

Kirin is introduced, a framework that reconstructs motion from video, learns motion priors at scale, and generates realistic motion that can be directly applied to animated assets that establishes a new foundation for large-scale, text and image conditioned animal motion generation and animation.

Brian Nlong Zhao, Zhuo-Yang Pan, J. Rehg et al. · 1 citation
Preprint Aug 2026

Visual General Intelligence: A White Paper

This paper reconsiders intelligence from a vision-centered perspective and examines whether intelligence emerging from visual experience and learning may provide a pathway toward AGI. In the language domain, beginning with the introduction of the Transformer architecture, the GPT series has demonstrated transfer to uns...

Hirokatsu Kataoka, Yoshihiro Fukuhara, Yonglong Tian et al. · 0 citations
Preprint Aug 2026

RigidBench: Evaluating Rigid-Body Physics in Video Generation Models

RididBench is introduced, a simulator-grounded benchmark that compares a generated continuation with a reference rollout from the same initial frame and motion description, with per-frame masks, depth, 6-DoF trajectories, and contacts available for scoring.

Swarnim Jain, Shang-Zhe Wu · 5 citations

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