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20242026
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cs.RO2026

Provably Guaranteed Polytopic Uncertainty Quantification for SLAM

Guangyang Zeng, Yulong Gao, Yuan Shen +4

In safety-critical robotics applications, guaranteed and practical uncertainty quantification (UQ) in perception is vital. Many existing works either offer no formal containment gu…

cs.RO2025

Spatiotemporal Calibration of Doppler Velocity Logs for Underwater Robots

Hongxu Zhao, Guangyang Zeng, Yunling Shao +2

The calibration of extrinsic parameters and clock offsets between sensors for high-accuracy performance in underwater SLAM systems remains insufficiently explored. Existing methods…

cs.RO2025

GeVI-SLAM: Gravity-Enhanced Stereo Visua Inertial SLAM for Underwater Robots

Yuan Shen, Yuze Hong, Guangyang Zeng +4

Accurate visual inertial simultaneous localization and mapping (VI SLAM) for underwater robots remains a significant challenge due to frequent visual degeneracy and insufficient in…

cs.RO2025

Bias-Eliminated PnP for Stereo Visual Odometry: Provably Consistent and Large-Scale Localization

Guangyang Zeng, Yuan Shen, Ziyang Hong +4

In this paper, we first present a bias-eliminated weighted (Bias-Eli-W) perspective-n-point (PnP) estimator for stereo visual odometry (VO) with provable consistency. Specifically,…

cs.RO2024

BESTAnP: Bi-Step Efficient and Statistically Optimal Estimator for Acoustic-n-Point Problem

Wenliang Sheng, Hongxu Zhao, Lingpeng Chen +6

We consider the acoustic-n-point (AnP) problem, which estimates the pose of a 2D forward-looking sonar (FLS) according to n 3D-2D point correspondences. We explore the nature of th…