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Zixiang Zhou

2 papers indexed

arxivcs.CV2026-07-24

AgentHOI: Multi-Agent Reasoning for Human-Object-Interaction Video Generation via Implicit Representation Alignment

Ziyao Huang, Shunkai Li, Juan Cao, Chenyu Li, Youliang Zhang, Zixiang Zhou, et al.

Recent advances in video diffusion models have spurred interest in human-object interaction (HOI) video generation, which demands fine-grained control over interaction logic beyond single-subject animation. However, existing HOI methods rely heavily on explicit motion control, li…

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arxivcs.CV2026-07-05

Aura: Consistent Multi-Subject Video Generation via VLM-Grounded Semantic Alignment

Zixiang Zhou, Zhentao Yu, Yifeng Ma, Hongmei Wang, Wenqing Yu, Cong Wang, et al.

Subject-driven and multi-element video generation are central to controllable video synthesis, but existing methods still struggle to preserve identity consistency and model complex relationships among multiple subjects. In this paper, we propose Aura, a unified framework for hig…

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