Lidar-based place recognition for autonomous driving: A survey

Y Zhang, P Shi, J Li - arXiv preprint arXiv:2306.10561, 2023 - arxiv.org
LiDAR-based place recognition (LPR) plays a pivotal role in autonomous driving, which
assists Simultaneous Localization and Mapping (SLAM) systems in reducing accumulated …

3D LiDAR-Based Place Recognition Techniques: A Review of the Past 10 Years

Z Du, S Ji, K Khoshelham - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Accurate determination of a robot's location, which is referred to as place recognition, is
essential for achieving autonomous navigation. However, complex real-world environments …

Stereo visual-inertial localization algorithm for orchard robots based on point-line features

X Xu, J Liang, J Li, G Wu, J Duan, M Jin, H Fu - Computers and Electronics …, 2024 - Elsevier
The vision-based localization of orchard mobile robots is an indispensable component of
orchard intelligent management, applicable to scenarios such as navigation and harvesting …

A New Horizon: Employing Map Clustering Similarity for LiDAR-based Place Recognition

P Shi, Y Xiao, W Chen, J Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Lidar-based Place Recognition (LPR) is crucial for intelligent vehicle navigation. Existing
methods generally create LiDAR descriptors for pairwise comparisons or employ prior maps …

SG-ISBP: Orchard Robots Localization and Mapping with Ground Optimization and Loop Closure Detection Integration

F Ou, Y Li, N Li, J Zhou, W Zhang… - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Orchard robots' tasks rely on highly accurate, real-time trajectory estimation and map-
building. In this article, a novel tightly coupled light detection and ranging (LiDAR) inertial …

Matched Filtering based LiDAR Place Recognition for Urban and Natural Environments

T Joseph, T Fischer, M Milford - arXiv preprint arXiv:2409.03998, 2024 - arxiv.org
Place recognition is an important task within autonomous navigation, involving the re-
identification of previously visited locations from an initial traverse. Unlike visual place …

ORCHNet: A robust global feature aggregation approach for 3D LiDAR-based place recognition in orchards

T Barros, L Garrote, P Conde, MJ Coombes… - arXiv preprint arXiv …, 2023 - arxiv.org
Robust and reliable place recognition and loop closure detection in agricultural
environments is still an open problem. In particular, orchards are a difficult case study due to …

PointNetPGAP-SLC: A 3D LiDAR-based Place Recognition Approach with Segment-level Consistency Training for Mobile Robots in Horticulture

T Barros, L Garrote, P Conde, MJ Coombes… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper addresses robotic place recognition in horticultural environments using 3D-
LiDAR technology and deep learning. Three main contributions are proposed:(i) a novel …

A Trunk Map Construction Method for Long-Term Localization and Navigation for Orchard Robots

E Liu, J Lou, W Tang, J Wu, X Liang - International Conference on …, 2023 - Springer
Constructing a map for long-term localization and navigation poses significant challenges
for orchard robots, especially as the orchard environment changes due to the growth cycle of …