LiDAR odometry survey: recent advancements and remaining challenges

D Lee, M Jung, W Yang, A Kim - Intelligent Service Robotics, 2024 - Springer
Odometry is crucial for robot navigation, particularly in situations where global positioning
methods like global positioning system are unavailable. The main goal of odometry is to …

Mcd: Diverse large-scale multi-campus dataset for robot perception

TM Nguyen, S Yuan, TH Nguyen… - Proceedings of the …, 2024 - openaccess.thecvf.com
Perception plays a crucial role in various robot applications. However existing well-
annotated datasets are biased towards autonomous driving scenarios while unlabelled …

[HTML][HTML] A LiDAR-intensity SLAM and loop closure detection method using an intensity cylindrical-projection shape context descriptor

X Zhang, H Zhang, C Qian, B Li, Y Cao - International Journal of Applied …, 2023 - Elsevier
Abstract LiDAR Simultaneous Localization and Map** (SLAM) is able to map unknown
scene while online estimating the LiDAR's pose. Traditional LiDAR SLAM frameworks …

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 …

Informed, constrained, aligned: A field analysis on degeneracy-aware point cloud registration in the wild

T Tuna, J Nubert, P Pfreundschuh, C Cadena… - ar**
B Zhang, W Yao, Y Wang, P Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The core component of the navigation system is the process of multi-sensor fusion
localization in a challenging environment with limited GNSS constraints. This process is …