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.
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!
[2023.06] Two 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
Peiyuan Zhi*, Zhiyuan Zhang*, Muzhi Han, Zeyu Zhang, Zhitian Li, Ziyuan Jiao, Baoxiong Jia, and Siyuan Huang
Preprint
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
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
Muzhi Han*, Zeyu Zhang*, Ziyuan Jiao, Xu Xie, Yixin Zhu, Song-Chun Zhu and Hangxin Liu
International Journal of Computer Vision (IJCV), 2022
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
Tianyi Wang, Ke Huo, Muzhi Han, Daniel McArthur, Ze An, David Cappeleri, and Karthik Ramani
AAAI Spring Symposium, 2020
EXPERIENCES
10/2019-Present, Graduate Student Researcher / Graduate Teaching Assistant, UCLA
06/2022-09/2022, Research Scientist Intern, Meta Reality Lab Research - Surreal
Worked on machine perception
06/2021-09/2021, Applied Scientist Intern, Amazon Lab126
Worked on 3D vision for Amazon Astro
02/2019 -06/2019, Research Intern, STAR Lab at University of Washington
Advisor: Prof. Yinhai Wang
06/2018 - 09/2018, Research Intern, Convergence Design Lab at Purdue University
Advisor: Prof. Karthik Ramani
Previous Projects
Please find my previous projects here.
SELECTED AWARDS
2019, Outstanding Graduate Award, Tsinghua University (top 10%)
2018, CNPC Scholarship & Comprehensive Merit Award, Tsinghua University (top 5%)
PROFESSIONAL SERVICE
Conference Reviewer: ICRA, IROS, CVPR, Neurips, ICML, ICLR, ICCV