Research
My research interests focus on state estimation and spatial AI, including
probabilistic sensing, localization, mapping, 3D spatial perception.:
1. Efficient Visual-inertial Navigation systems (VINS)
2. Visual-inertial simultaneous localization and mapping (VI-SLAM)
3. 3D environmental perception.
QVIO2: Quantized MAP-based Visual-Inertial Odometry
Yuxiang Peng ,
Chuchu Chen and
Guoquan Huang
IEEE International Conference on Robotics and Automation (ICRA) ,
2025
pdf
Is Iteration Worth It? Revisit Its Impact in Sliding-Window VIO
Yuxiang Peng ,
Chuchu Chen and
Guoquan Huang
IEEE International Conference on Robotics and Automation (ICRA) ,
2025
pdf
Visual-Inertial State Estimation with Decoupled Error and State Representations
Chuchu Chen*,
Yuxiang Peng* and
Guoquan Huang
Workshop on the Algorithmic Foundations of Robotics (WAFR) , 2024
pdf
Ultrafast Square-Root Filter-based VINS
Yuxiang Peng ,
Chuchu Chen and
Guoquan Huang
[ICRA 2024 Best Paper Award Finalist (Robot Vision)]
IEEE International Conference on Robotics and Automation (ICRA) ,
2024
pdf /
tech report
Quantized Visual-Inertial Odometry
Chuchu Chen, Yuxiang Peng and
Guoquan Huang
IEEE International Conference on Robotics and Automation (ICRA) ,
2024
pdf
Fast and Consistent Covariance Recovery
for Sliding-window Optimization-based VINS
Chuchu Chen, Yuxiang Peng and
Guoquan Huang
IEEE International Conference on Robotics and Automation (ICRA) ,
2024
pdf /
tech report
NeRF-VINS: A Real-time Neural Radiance Field Map-based
Visual-Inertial Navigation System
Saimouli Katragadda, Woosik Lee, Yuxiang Peng , Patrick Geneva,
Chuchu Chen, Chao Guo, Mingyang Li and
Guoquan Huang
IEEE International Conference on Robotics and Automation (ICRA) ,
2024
pdf /
tech report
Optimization-based VINS: Consistency, Marginalization, and FEJ
Chuchu Chen, Patrick Geneva, Yuxiang Peng , Woosik Lee and
Guoquan Huang
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) ,
2023
pdf /
tech report /
slides /
talk
Monocular Visual-Inertial Odometry with Planar Regularities
Chuchu Chen*,
Patrick Geneva*,
Yuxiang Peng , Woosik Lee, and
Guoquan Huang
International Conference on Robotics and Automation (ICRA) , 2023
pdf /
video /
slides /
talk /
dataset /
source code