About

Research Interests

I am broadly interested in robotics, computer vision, and optimization and learning. In particular, my research focuses on applying rigorous (mathematical and optimization) theory to develop certifiable and provably correct perception algorithms for safety-critical applications and human-level understanding of the real world. Moving forward, I want to get more engaged in learning-based perception and apply my experience in geometric vision, robust estimation and optimization to improve the efficiency, robustness, interpretability, and theoretical guarantees of machine learning and artificial intelligence in general.

  • Robotic perception, (geometric) computer vision
  • Robust estimation
  • Semidefinite programming (SDP) and Sums-of-Squares (SOS) relaxations
  • Fast semidefinite programmig (SDP) solver
  • Computational algebraic geometry
  • Machine learing and artificial intelligence
  • Dynamical systems
  • Optimization theory

Education

  • 2018-Present, Massachusetts Institute of Technology, Cambridge, MA
    • Doctor of Philosophy (PhD), Department of Mechanical Engineering
    • Topic: robotic perception, computer vision, optimization
    • Advisor: Prof. Luca Carlone
  • 2015-2017, Massachusetts Institute of Technology, Cambridge, MA
  • 2011-2015, Tsinghua University, Beijing, China
    • Bachelor of Science (B.S.), Department of Automotive Engineering
    • Thesis: Study of Beijing Passenger Vehicle Travelling Pattern based on Big Data and Applications on Evaluation of New Energy Vehicles
    • Thesie Supervisor: Dr. Hewu Wang

Honors and Awards

  • 2015: Tsinghua University Undergraduate Principal Scholarship, aka Graduation with Distinction (9/3000+)
    • 2015清华大学本科生特等奖学金
  • ​​2020: Best Paper Award in Robot Vision at International Conference on Robotics and Automation (ICRA)

Experience

  • Intel Intelligent Systems Lab. Research Intern, May-Sept. 2020
  • Tesla, Inc. Advanced Technology Integration Intern, June-Sept. 2017
    • New vehicle low voltage system integration.

Media Coverage

Professional Activities

Talks and Presentations

Reviewer for International Conferences and Journals

  • Conferences: Robotics: Science and Systems (RSS); International Conference on Computer Vision (ICCV); International Conference on Robotics and Automation (ICRA); International Conference on Intelligent Robots and Systems (IROS).
  • Journals: IEEE Robotics and Automation Letters (RA-L), IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI).