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(Ian) Yan Xu

Email: yxumich[at]umich.edu

Google Scholar | GitHub | LinkedIn| ORCiD

Current Research Interests

  • - Spatial-Aware Intelligence
  • - Embodied AI

I am a researcher passionate about advancing spatial-aware intelligence—enabling machines to perceive, understand, and interact intelligently with the 3D world. As a Postdoctoral Researcher in Computer Science and Engineering at the University of Michigan, Ann Arbor, I work with Prof. Stella X. Yu on combining 3D perception, generative models, and robotics to push the frontier of intelligent systems.

I earned my Ph.D. from the Multimedia Laboratory at the Chinese University of Hong Kong, advised by Prof. Hongsheng Li and Prof. Xiaogang Wang. Prior to that, I conducted research at the State Key Lab of CAD&CG, Zhejiang University, under the guidance of Prof. Guofeng Zhang and Prof. Hujun Bao.

My research spans 3D scene understanding, embodied AI, and generative models. I have developed novel methods for 3D object detection, semantic segmentation, and scene reconstruction from point clouds and multi-view images. I have also explored embodied AI tasks such as visual navigation and instruction following in complex 3D environments. Additionally, I have worked on generative models for 3D content creation and scene synthesis. Dr. Xu's long-term vision is to push forward spatial-aware intelligence, bridging 3D scene understanding with intelligent decision-making to create more capable and context-aware machines.

News

  • [Sep 18, 2025] Two papers accepted to NeurIPS 2025!
  • [Aug 1, 2025] One paper accepted to CoRL 2025!
  • [Jun 17, 2024] One paper accepted to TPAMI!
  • [Oct 2, 2023] One paper accepted to ICCV!
  • [Jun 27, 2023] One paper accepted to RA-L!
  • [Oct 19, 2022] Give a talk at Baidu Research!
  • [Sep 10, 2022] One paper accepted to CoRL 2022!
  • [Aug 4, 2022] One paper is accepted to SIGGRAPH Asia 2022!
  • [Jul 9, 2022] One paper is accepted to TIP 2022!
  • [Jun 20, 2022] Start a research scientist internship in Reality Labs Research!
  • [Mar 3, 2022] Two papers are accepted to CVPR 2022!
  • [Dec 17, 2021] One paper is accepted to RAL 2022!

Publications

Contact

Email: yanxu[at]link[dot]cuhk[dot]edu[dot]hk