Selected Publications


AirDet: Few-Shot Detection without Fine-tuning for Autonomous Exploration
Bowen Li, Chen Wang, Pranay Reddy, Seungchan Kim, Sebastian Scherer*
ECCV 2022 (Accepted) [Paper] [Project] [Code]
"Leverage class-agnostic relation to implement few-shot detection w/o fine-tuning, which enables fast and efficient robotic exploration."

ADTrack: Target-Aware Dual Filter Learning for Real-Time Anti-Dark UAV Tracking
Bowen Li, Changhong Fu*, Fangqiang Ding, Junjie Ye, Fuling Lin
ICRA 2021 (Published) [Paper] [Code] [Video]
"Explore image illuminance to learn dual filter regression for robust high-speed anti-dark aerial tracking."

HiFT: Hierarchical Feature Transformer for Aerial Tracking
Ziang Cao, Changhong Fu*, Junjie Ye, Bowen Li, Yiming Li
ICCV 2021 (Published) [Paper] [Code]
"Use a lightweight transformer model to learn a discriminative feature space."

All-Day Object Tracking for Unmanned Aerial Vehicle
Bowen Li, Changhong Fu*, Fangqiang Ding, Junjie Ye, Fuling Lin
IEEE Transactions on Mobile Computing (IF=6.0, Published) [Paper] [Code] [Video]
"Adapt to distinct light conditions for robust all-day UAV tracking."

Correlation Filters for Unmanned Aerial Vehicle-Based Aerial Tracking: A Review and Experimental Evaluation
Changhong Fu*, Bowen Li, Fangqiang Ding, Fuling Lin, Geng Lu
IEEE GRS Magazine (IF=13.9, Published) [Paper] [Code] [Video]
"Exaustive review and experiments on correlation filter-based trackers for unmanned aerial vehicle object tracking."

Awards


  • National Scholarship (top 1%, twice) for Undergraduates
  • Shanghai Scholarship (top 2%) for Undergraduates
  • Robotics Institute Summer Scholar (RISS2021), Carnegie Mellon University
  • Excellent Student (top 1%), Tongji University
  • Academic Star Model of Tongji University (Ranking 1st)
  • First prize of the Shanghai College Students' Mechanical Innovation Design Competition
  • First prize of the Shanghai Mechanics Competition
  • First prize in Shanghai University Students Advanced Drawing Technology Competition
  • Second prize of Shanghai Physics Competition
  • First prize of Tongji University Physics Competition
  • ACE Mentor of Academic Development Guidance Center

Service


  • Reviewer
    IEEE International Conference on Robotics and Automation (ICRA)

  • Reviewer
    IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

  • Reviewer
    IEEE Robotics and Automation Letters (RA-L)

  • Intern
    The Robotic Institute, Carnegie Mellon University

  • Mentor
    Academic Development Guidance Center, Tongji University

Current and Past Affiliations

Mentors and Collaborators


Prof. Sebastian Scherer@CMU

Prof. Changhong Fu@Tongji

Prof. Hang Zhao@Tsinghua

Dr. Chen Wang@CMU

Yiming Li@NYU

Contact

  • bowenli2@cs.cmu.edu
  • +1-412-608-2217
  • NSH 1502E, Carnegie Mellon University, 5000 Forbes Ave, Pittsburgh, PA 15213, USA