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Author

Huaibo Huang

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Preprint Jul 2026

Hallo4D: Multi-Modal Hallucination Mitigation for Consistent Spatio-Temporal Generation

While recent advances in 3D generation have enabled impressive visual synthesis, existing methods often rely on 2D diffusion supervision without explicit mechanisms for geometric consistency, leading to spatial hallucinations such as duplicated structures and misaligned geometry. These issues become more severe in 4D g...

Hong-Bo Wang, Huaibo Huang, Jie Cao et al. · 0 citations
Jul 2026

Vera: Identity-Faithful Human Subject-to-Video Generation

Vera is proposed, a unified human-centric S2V framework for single- and multi- person generation that improves human identity consistency, multi-person subject binding, and motion naturalness, while reducing identity confusion and excessive reference-image copying.

Yulong Xu, Xinyue Liu, Shujuan Li et al. · 0 citations

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