Mingchao Liang
Scholar

Mingchao Liang

Google Scholar ID: lr-LgboAAAAJ
University of California, San Diego
Machine learningStatistical signal processingLocalization and trackingBayesian inference
Citations & Impact
All-time
Citations
147
 
H-index
6
 
i10-index
4
 
Publications
15
 
Co-authors
3
list available
Resume (English only)
Academic Achievements
  • Received the Qualcomm Innovation Fellowship
  • Published Paper: 'Message Passing for Track-Before-Detect', arXiv preprint, 2025
  • Published Paper: 'Bayesian Multiobject Tracking with Neural-Enhanced Motion and Measurement Models', arXiv preprint, 2025
  • Published Paper: 'Direct Multipath-Based SLAM', IEEE Transactions on Signal Processing, 2025
  • Published Paper: 'Neural Enhanced Belief Propagation for Multiobject Tracking', IEEE Transactions on Signal Processing, 2023
  • Published Paper: 'A BP Method for Track-Before-Detect', IEEE Signal Processing Letters, 2023
  • Published Paper: 'Neural Enhanced Belief Propagation for Cooperative Localization', IEEE Statistical Signal Processing Workshop, 2021
Research Experience
  • Worked as a Research Scientist at Meta. During his Ph.D., he focused on research in machine learning and statistical signal processing algorithms.
Background
  • Research Interests: Machine learning and statistical signal processing algorithms for machine perception problems. Currently a Research Scientist at Meta.