GenZ-ICP: Generalizable and Degeneracy-Robust LiDAR Odometry Using an Adaptive Weighting

D Lee, H Lim, S Han - IEEE Robotics and Automation Letters, 2024 - ieeexplore.ieee.org
Light detection and ranging (LiDAR)-based odometry has been widely utilized for pose
estimation due to its use of high-accuracy range measurements and immunity to ambient …

Heterogeneous lidar dataset for benchmarking robust localization in diverse degenerate scenarios

Z Chen, Y Qi, D Feng, X Zhuang, H Chen, X Hu… - arxiv preprint arxiv …, 2024 - arxiv.org
The ability to estimate pose and generate maps using 3D LiDAR significantly enhances
robotic system autonomy. However, existing open-source datasets lack representation of …

SuperLoc: The Key to Robust LiDAR-Inertial Localization Lies in Predicting Alignment Risks

S Zhao, H Zhu, Y Gao, B Kim, Y Qiu… - arxiv preprint arxiv …, 2024 - arxiv.org
Map-based LiDAR localization, while widely used in autonomous systems, faces significant
challenges in degraded environments due to lacking distinct geometric features. This paper …