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Research
My research interests lie in generative modeling at the intersection of computer vision and machine learning, with the goal of building systems that see and interact with the world like humans.
- Geometry-aware representations: introducing 3D structure and physical priors into predominantly 2D generative image and video models.
- Efficient and Interactive Generative Systems: designing inductive biases and architectural innovations that move beyond brute-force scaling, enabling data-efficient and computationally lightweight generative models.
- Unified Multimodal Learning: integrating vision, language, and audio to support coherent reasoning and controllable multimodal generation.
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Input-Aware Sparse Attention for Real-Time Co-Speech Video Generation
Beijia Lu,
Ziyi Chen,
Jing Xiao,
Jun-Yan Zhu
SIGGRAPH Asia, 2025
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AniFeats: Animate 3D Feature Meshes for Character Video Generation
Beijia Lu,
Zekai Gu,
Zhiyang Dou,
Haotian Yuan,
Chenyang Si,
Yukang Cao,
Yuming Jiang,
Yuan Liu,
Wenping Wang,
Ziwei Liu
Submitted to IEEE Transactions on Visualization and Computer Graphics (TVCG)
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PAT3D: Physics-Augmented Text-to-3D Scene Generation
Guying Lin,
Kemeng Huang,
Michael Liu,
Ruihan Gao,
Hanke Chen,
Lyuhao Chen,
Beijia Lu,
Taku Komura,
Yuan Liu,
Jun-Yan Zhu,
Minchen Li
arXiv
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ColonNeRF: Hierarchical Neural Radiance Fields for High-Fidelity Long-Sequence Colon Reconstruction
Yufei Shi*,
Beijia Lu*,
Jia-Wei Liu,
Ming Li,
Mike Zheng Shou
Neurocomputing
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Adding 3D Geometry Control to Diffusion Models
Wufei Ma*,
Qihao Liu*,
Jiahao Wang*,
Xiaoding Yuan,
Angtian Wang,
Yi Zhang,
Zihao Xiao,
Guofeng Zhang,
Beijia Lu,
Ruxiao Duan,
Yongrui Qi,
Adam Kortylewski,
Yaoyao Liu,
Alan Yuille
ICLR, 2024 (Spotlight)
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SemTrack: A Large-scale Dataset for Semantic Tracking in the Wild
Pengfei Wang*,
Xiaofei Hui*, Jing Wu*, Zile Yang*, Kian Eng Ong*, Xinge Zhao, Beijia Lu, Dezhao Huang, Evan Ling, Weiling Chen, Keng Teck Ma, Minhoe Hur,
Jun Liu
ECCV, 2024
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Miscellaneous
• Sunny is always a clingy little baby, btw can you find Sunny's eyes in the image?
• Huahua and Fugui often fight, but they are also a pair of siblings who can't be without each other.
• They give me the inspiration to strive, and I will love them forever. ❤
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