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SafetyQuantifiable-PLVINS

Safety-Quantifiable Visual Localization with 3D Prior Map

Developed by
Xi Zheng
Repository
ZHENGXi-git/SafetyQuantifiable-PLVINS
GitHub
6 stars · 0 forks
SafetyQuantifiable-PLVINS

Summary

Monocular visual localization on a 3D prior line map that also reports a protection level, a certified bound on its own position and orientation error.

Key innovations

  1. Visual-inertial odometry constrained by 2D–3D line correspondences with a prior map
  2. GNSS-inspired integrity monitoring that computes protection levels
  3. First application of integrity monitoring to visual localization

Impact

  • Published in IEEE Transactions on Intelligent Transportation Systems (2025)
  • Brings aviation-style safety certification to camera-based localization

Cite this work

X. Zheng, W. Wen and L.-T. Hsu, "Safety-quantifiable line feature-based monocular visual localization with 3D prior map," IEEE Transactions on Intelligent Transportation Systems, 2025.