A Survey on Global LiDAR Localization

02/15/2023
by   Huan Yin, et al.
0

Knowledge about the own pose is key for all mobile robot applications. Thus pose estimation is part of the core functionalities of mobile robots. In the last two decades, LiDAR scanners have become a standard sensor for robot localization and mapping. This article surveys recent progress and advances in LiDAR-based global localization. We start with the problem formulation and explore the application scope. We then present the methodology review covering various global localization topics, such as maps, descriptor extraction, and consistency checks. The contents are organized under three themes. The first is the combination of global place retrieval and local pose estimation. Then the second theme is upgrading single-shot measurement to sequential ones for sequential global localization. The third theme is extending single-robot global localization to cross-robot localization on multi-robot systems. We end this survey with a discussion of open challenges and promising directions on global lidar localization.

READ FULL TEXT

page 5

page 10

page 13

research
12/06/2017

LocNet: Global localization in 3D point clouds for mobile robots

Global localization in 3D point clouds is a challenging problem of estim...
research
02/14/2022

LIDAR data based Segmentation and Localization using Open Street Maps for Rural Roads

Accurate pose estimation is a fundamental ability that all mobile robots...
research
09/16/2023

Outram: One-shot Global Localization via Triangulated Scene Graph and Global Outlier Pruning

One-shot LiDAR localization refers to the ability to estimate the robot ...
research
09/27/2021

A Biologically Inspired Global Localization System for Mobile Robots Using LiDAR Sensor

Localization in the environment is an essential navigational capability ...
research
04/17/2022

One RING to Rule Them All: Radon Sinogram for Place Recognition, Orientation and Translation Estimation

LiDAR-based global localization is a fundamental problem for mobile robo...
research
04/21/2002

Robust Global Localization Using Clustered Particle Filtering

Global mobile robot localization is the problem of determining a robot's...
research
09/17/2021

Neural Network Based Lidar Gesture Recognition for Realtime Robot Teleoperation

We propose a novel low-complexity lidar gesture recognition system for m...

Please sign up or login with your details

Forgot password? Click here to reset