Muzhi Han

I'm a fifth-year Ph.D. candidate at UCLA, working on robotics and computer vision. Currently, I'm working at Center for Vision, Cognition, Learning, and Autonomy (VCLA), advised by Prof. Song-chun Zhu. Before coming to UCLA, I graduated from Tsinghua University with a B.E. in Elite Program of Mechanical Engineering.

My Ph.D. research goal is to develop general-purpose cognitive robots that: (i) perceive and understand 3D unstructured environments in an structured way, and (ii) learn generalizable representations and knowledge for long-horizon manipulation tasks. Recently, I also explored leveraging foundation models (LLMs, VLMs) to tackle fundamental challenges in robotics.

During my Ph.D., I'm fortunate to conduct research at Meta Reality Lab Research and Amazon Lab126, working on cutting-edge research projects in machine perception and 3D reconstruction. 

[Github] [Google Scholar]                                          

Email:  muzhihan at ucla dot edu

News

[2024.04] I will join Amazon Robotics as an applied scientist intern this summer! See you in Boston!

[2023.06Two papers accepted by IROS 2023

[2022.09]  One paper accepted by IJCV 2022! 

PUBLICATIONS

Shu Wang*, Muzhi Han*, Ziyuan Jiao*, Zeyu Zhang, Ying Nian Wu, Song-Chun Zhu and Hangxin Liu

Preprint

[Pdf] [Web]

Peiyuan Zhi*, Zhiyuan Zhang*, Muzhi Han, Zeyu Zhang, Zhitian Li, Ziyuan Jiao, Baoxiong Jia, and Siyuan Huang

Preprint

[Pdf] [Web]

 Zeyu Zhang*, Muzhi Han*, Baoxiong Jia, Ziyuan Jiao, Yixin Zhu, Song-Chun Zhu and Hangxin Liu

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2023

[Pdf] [Web]

 Zeyu Zhang*, Lexing Zhang*, Zaijin Wang, Ziyuan Jiao, Muzhi Han, Yixin Zhu, Song-Chun Zhu and Hangxin Liu

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2023

[Pdf] [Web] [Code]


 Muzhi Han*, Zeyu Zhang*, Ziyuan Jiao, Xu Xie, Yixin Zhu, Song-Chun Zhu and Hangxin Liu

International Journal of Computer Vision (IJCV), 2022

[Pdf] [Web] [Code]

 Muzhi Han*, Zeyu Zhang*, Ziyuan Jiao, Xu Xie, Yixin Zhu, Song-Chun Zhu and Hangxin Liu

IEEE International Conference on Robotics and Automation (ICRA), 2021

[Pdf] [Arxiv] [Web] [Code]

 Tianyi Wang, Ke Huo, Muzhi Han, Daniel McArthur, Ze An, David Cappeleri, and Karthik Ramani

AAAI Spring Symposium, 2020

[Pdf] [Web] 

EXPERIENCES

Worked on machine perception

Worked on 3D vision for Amazon Astro

Advisor: Prof. Yinhai Wang

Advisor: Prof. Karthik Ramani

Previous Projects

Please find my previous projects here.

SELECTED AWARDS

PROFESSIONAL SERVICE