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 …

Patch-netvlad: Multi-scale fusion of locally-global descriptors for place recognition

S Hausler, S Garg, M Xu, M Milford… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract Visual Place Recognition is a challenging task for robotics and autonomous
systems, which must deal with the twin problems of appearance and viewpoint change in an …

Lio-sam: Tightly-coupled lidar inertial odometry via smoothing and mapping

T Shan, B Englot, D Meyers, W Wang… - 2020 IEEE/RSJ …, 2020 - ieeexplore.ieee.org
We propose a framework for tightly-coupled lidar inertial odometry via smoothing and
mapping, LIO-SAM, that achieves highly accurate, real-time mobile robot trajectory …

Visual place recognition: A survey from deep learning perspective

X Zhang, L Wang, Y Su - Pattern Recognition, 2021 - Elsevier
Visual place recognition has attracted widespread research interest in multiple fields such
as computer vision and robotics. Recently, researchers have employed advanced deep …

OverlapNet: Loop closing for LiDAR-based SLAM

X Chen, T Läbe, A Milioto, T Röhling… - arXiv preprint arXiv …, 2021 - arxiv.org
Simultaneous localization and mapping (SLAM) is a fundamental capability required by
most autonomous systems. In this paper, we address the problem of loop closing for SLAM …

Intensity scan context: Coding intensity and geometry relations for loop closure detection

H Wang, C Wang, L Xie - 2020 IEEE International Conference …, 2020 - ieeexplore.ieee.org
Loop closure detection is an essential and challenging problem in simultaneous localization
and mapping (SLAM). It is often tackled with light detection and ranging (LiDAR) sensor due …

OverlapNet: A siamese network for computing LiDAR scan similarity with applications to loop closing and localization

X Chen, T Läbe, A Milioto, T Röhling, J Behley… - Autonomous …, 2022 - Springer
Localization and mapping are key capabilities of autonomous systems. In this paper, we
propose a modified Siamese network to estimate the similarity between pairs of LiDAR …

[PDF][PDF] Where is your place, visual place recognition?

S Garg, T Fischer, M Milford - IJCAI, 2021 - ijcai.org
Abstract Visual Place Recognition (VPR) is often characterized as being able to recognize
the same place despite significant changes in appearance and viewpoint. VPR is a key …

[PDF][PDF] 3D 激光雷达SLAM 算法综述

周治国, 曹江微, 邸顺帆 - 仪器仪表学报, 2023 - femt.cnjournals.com
无人平台在大范围环境中实现自主定位与导航的能力需求日益严苛, 其中基于激光雷达的同步
定位和绘图技术(SLAM) 是主流的研究方案. 在这项工作中, 本文系统概述了3D 激光雷达SLAM …

Sensors and sensor fusion methodologies for indoor odometry: A review

M Yang, X Sun, F Jia, A Rushworth, X Dong, S Zhang… - Polymers, 2022 - mdpi.com
Although Global Navigation Satellite Systems (GNSSs) generally provide adequate
accuracy for outdoor localization, this is not the case for indoor environments, due to signal …