Isabella Liu

I am a fourth-year Ph.D. student at University of California, San Diego, advised by Prof. Hao Su and Prof. Xiaolong Wang. Previously, I obtained my Bachelor's degree in Computer Science and Statistics from University of Illinois, Urbana-Champaign, and my Master's degree in Computer Science from University of California, San Diego.

My research interests broadly span computer vision and graphics, with a focus on the generation, reconstruction, and interaction of dynamic scenes in embodied intelligent systems.

Email  /  LinkedIn  /  Twitter  /  GitHub  /  Google Scholar

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News

[08/10/25] One paper accepted by SIGGRAPH Asia 2025.

[05/04/25] Two papers accepted by SIGGRAPH TOG 2025.

[01/22/25] One paper accepted by ICLR 2025.


Selected Publications

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FreeArt3D: Training-Free Articulated Object Generation using 3D Diffusion


Chuhao Chen, Isabella Liu, Xinyue Wei, Hao Su, Minghua Liu
SIGGRAPH Asia 2025 [New]

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IMLS-Splatting: Efficient Mesh Reconstruction from Multi-view Images via Point Representation


Kaizhi Yang, Liu Dai, Isabella Liu, Xiaoshuai Zhang, Xiaoyan Sun, Xuejin Chen, Zexiang Xu, Hao Su
SIGGRAPH TOG 2025
project page / arxiv / code /

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RigAnything: Template-Free Autoregressive Rigging for Diverse 3D Assets


Isabella Liu, Zhan Xu, Wang Yifan, Hao Tan, Zexiang Xu, Xiaolong Wang, Hao Su, Zifan Shi
SIGGRAPH TOG 2025
project page / arxiv / code /

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Dynamic Gaussians Mesh: Consistent Mesh Reconstruction from Dynamic Scenes


Isabella Liu, Hao Su, Xiaolong Wang
ICLR 2025
project page / arxiv / code /

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MeshFormer: High-Quality Mesh Generation with 3D-Guided Reconstruction Model


Minghua Liu*, Chong Zeng*, Xinyue Wei, Ruoxi Shi, Linghao Chen, Chao Xu, Mengqi Zhang, Zhaoning Wang, Xiaoshuai Zhang, Isabella Liu, Hongzhi Wu, Hao Su
NeurIPS 2024 (Oral)
project page / arxiv /

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OpenIllumination: A Multi-Illumination Dataset for Inverse Rendering Evaluation on Real Objects


Isabella Liu*, Linghao Chen*, Ziyang Fu, Liwen Wu, Haian Jin, Zhong Li, Chin Ming Ryan Wong, Yi Xu, Ravi Ramamoorthi, Zexiang Xu, Hao Su
NeurIPS 2023 Datasets and Benchmarks
project page / arxiv /

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TensoIR: Tensorial Inverse Rendering


Haian Jin*, Isabella Liu*, Peijia Xu, Xiaoshuai Zhang, Songfang Han, Sai Bi, Xiaowei Zhou, Zexiang Xu, Hao Su
CVPR 2023
project page / arxiv / code /

Experience




Meta Reality Labs

Meta Reality Labs, Redmond

Research Scientist Intern (Summer 2025)

Adobe Research

Adobe Research, San Jose

Research Scientist Intern (Summer 2024)


Other

Teaching Assistant - ECE 176: Introduction to Deep Learning & Applications (UCSD WI 2025)
Teaching Assistant - ECE 285: Introduction to Visual Learning (UCSD SP 2024)
Teaching Assistant - CSE 203B: Convex Optimization (UCSD WI 2022)


Design and source code from Leonid Keselman and Jon Barron
Last updated: Oct, 2025