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CVPR Findings2026

GeoHOI: Geometry-Enhanced Human-Object Interaction Video Generation via Hierarchical Multi-Modal Injection

Ziyi Xu, Zejing Rao, Juan Cao, Xiaoqiang Liu, Zhixue Fang, Haoxian Zhang, Songlin Tang, Fan Tang

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  1. Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
  2. Adding Conditional Control to Text-to-Image Diffusion ModelsLvmin Zhang, Anyi Rao, Maneesh AgrawalaICCV 2023 · 6,759 citations
  3. Scalable Diffusion Models with TransformersWilliam Peebles, Saining XieICCV 2023 · 5,568 citations
  4. MagicAnimate: Temporally Consistent Human Image Animation using Diffusion ModelZhongcong Xu, Jianfeng Zhang, Jun Hao Liew, Hanshu Yan et al.CVPR 2024 · 106 citations
  5. Geometry Forcing: Marrying Video Diffusion and 3D Representation for Consistent World ModelingHaoyu Wu, Diankun Wu, Tianyu He, Junliang Guo et al.ICLR 2026 · 89 citations

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