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相关论文: LION: Lidar-Inertial Observability-Aware Navigator…

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To address the challenges of localization drift and perception-planning coupling in unmanned aerial vehicles (UAVs) operating in open-top scenarios (e.g., collapsed buildings, roofless mazes), this paper proposes EAROL, a novel framework…

机器人学 · 计算机科学 2025-08-21 Xinkai Liang , Yigu Ge , Yangxi Shi , Haoyu Yang , Xu Cao , Hao Fang

This paper presents Elevator-LIO, a LiDAR-inertial odometry framework designed to achieve continuous robot localization during elevator travel, thereby supporting cross-floor robotic tasks. To address the state-estimation problem in…

机器人学 · 计算机科学 2026-05-26 Yifan Zhang , Yudong Huang , Yuchong Zhang , Changze Li , Haoran Liu , Ming Yang , Tong Qin

Localization can be achieved by different sensors and techniques such as a global positioning system (GPS), wifi, ultrasonic sensors, and cameras. In this paper, we focus on the laser-based localization method for unmanned aerial vehicle…

In safety-critical scenarios, the protection level of the autonomous navigation system is crucial for enabling mobile robots to perform safe tasks. However, existing studies on probabilistic navigation systems for robots usually perform…

机器人学 · 计算机科学 2026-05-12 Yueqi Zhu , Yan Pan , Chufan Rui , Jiasheng Luo , Shihua Li , Bo Zhou

Lidar odometry has attracted considerable attention as a robust localization method for autonomous robots operating in complex GNSS-denied environments. However, achieving reliable and efficient performance on heterogeneous platforms in…

In this paper, we propose LIR-LIVO, a lightweight and robust LiDAR-inertial-visual odometry system designed for challenging illumination and degraded environments. The proposed method leverages deep learning-based illumination-resilient…

机器人学 · 计算机科学 2025-02-14 Shujie Zhou , Zihao Wang , Xinye Dai , Weiwei Song , Shengfeng Gu

Odometry estimation using light detection and ranging (LiDAR) and an inertial measurement unit (IMU), known as LiDAR-inertial odometry (LIO), often suffers from performance degradation in degenerate environments, such as long corridors or…

机器人学 · 计算机科学 2026-04-06 Seongjun Kim , Daehan Lee , Junwoo Hong , Sanghyun Park , Hyunyoung Jo , Soohee Han

A reliable odometry source is a prerequisite to enable complex autonomy behaviour in next-generation robots operating in extreme environments. In this work, we present a high-precision lidar odometry system to achieve robust and real-time…

This paper introduces a large-scale, high-precision LiDAR-Inertial Odometry (LIO) dataset, aiming to address the insufficient validation of LIO systems in complex real-world scenarios in existing research. The dataset covers four diverse…

机器人学 · 计算机科学 2025-07-29 Xiaofeng Jin , Ningbo Bu , Shijie Wang , Jianfei Ge , Jiangjian Xiao , Matteo Matteucci

In this paper, a LiDAR-inertial odometry (LIO) method that eliminates the influence of moving objects in dynamic driving scenarios is proposed. This method constructs binarized labels for 3D points of current sweep, and utilizes the label…

机器人学 · 计算机科学 2024-09-23 Zikang Yuan , Xiaoxiang Wang , Jingying Wu , Junda Cheng , Xin Yang

The development and evaluation of Lidar-Inertial Odometry (LIO) and Simultaneous Localization and Mapping (SLAM) systems requires a precise ground truth. The Global Navigation Satellite System (GNSS) is often used as a foundation for this,…

机器人学 · 计算机科学 2025-12-17 Aaron Kurda , Simon Steuernagel , Lukas Jung , Marcus Baum

A novel relative localization approach for guidance of a micro-scale Unmanned Aerial Vehicle (UAV) by a well-equipped aerial robot fusing Visual-Inertial Odometry (VIO) with Light Detection and Ranging (LiDAR) is proposed in this paper.…

机器人学 · 计算机科学 2026-03-05 Václav Pritzl , Matouš Vrba , Petr Štěpán , Martin Saska

Learning-based inertial odometry has achieved remarkable progress in pedestrian navigation. However, extending these methods to quadruped robots remains challenging due to their distinct and highly dynamic motion patterns. Models that…

机器人学 · 计算机科学 2026-04-24 Dehan Shen , Changhao Chen

We propose Super Odometry, a high-precision multi-modal sensor fusion framework, providing a simple but effective way to fuse multiple sensors such as LiDAR, camera, and IMU sensors and achieve robust state estimation in…

机器人学 · 计算机科学 2021-08-23 Shibo Zhao , Hengrui Zhang , Peng Wang , Lucas Nogueira , Sebastian Scherer

Odometry is crucial for robot navigation, particularly in situations where global positioning methods like global positioning system (GPS) are unavailable. The main goal of odometry is to predict the robot's motion and accurately determine…

机器人学 · 计算机科学 2024-01-01 Dongjae Lee , Minwoo Jung , Wooseong Yang , Ayoung Kim

We propose a framework for resilient autonomous navigation in perceptually challenging unknown environments with mobility-stressing elements such as uneven surfaces with rocks and boulders, steep slopes, negative obstacles like cliffs and…

The emerging Internet of Things (IoT) applications, such as driverless cars, have a growing demand for high-precision positioning and navigation. Nowadays, LiDAR inertial odometry becomes increasingly prevalent in robotics and autonomous…

机器人学 · 计算机科学 2025-03-10 Chengwei Zhao , Kun Hu , Jie Xu , Lijun Zhao , Baiwen Han , Kaidi Wu , Maoshan Tian , Shenghai Yuan

High-speed ground robots moving on unstructured terrains generate intense high-frequency vibrations, leading to LiDAR scan distortions in Lidar-inertial odometry (LIO). Accurate and efficient undistortion is extremely challenging due to (1)…

机器人学 · 计算机科学 2025-07-16 Yan Dong , Enci Xu , Shaoqiang Qiu , Wenxuan Li , Yang Liu , Bin Han

Recently, the progress in the radar sensing technology consisting in the miniaturization of the packages and increase in measuring precision has drawn the interest of the robotics research community. Indeed, a crucial task enabling autonomy…

机器人学 · 计算机科学 2026-02-05 Jan Michalczyk

This paper presents Direct LiDAR-Inertial Odometry and Mapping (DLIOM), a robust SLAM algorithm with an explicit focus on computational efficiency, operational reliability, and real-world efficacy. DLIOM contains several key algorithmic…

机器人学 · 计算机科学 2023-05-04 Kenny Chen , Ryan Nemiroff , Brett T. Lopez
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