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Visual-Inertial Odometry (VIO) supports immersive Virtual Reality (VR) by fusing camera and Inertial Measurement Unit (IMU) data for real-time pose. However, current trend of offloading VIO to edge servers can lead server-side threat…

计算机视觉与模式识别 · 计算机科学 2025-09-10 Soruya Saha , Md Nurul Absur , Saptarshi Debroy

SLAM (Simultaneous Localization and Mapping) and Odometry are important systems for estimating the position of mobile devices, such as robots and cars, utilizing one or more sensors. Particularly in camera-based SLAM or Odometry,…

机器人学 · 计算机科学 2026-03-20 Sanghyun Park , Soohee Han

This work presents UNO, a unified monocular visual odometry framework that enables robust and adaptable pose estimation across diverse environments, platforms, and motion patterns. Unlike traditional methods that rely on deployment-specific…

计算机视觉与模式识别 · 计算机科学 2025-06-10 Wentao Zhao , Yihe Niu , Yanbo Wang , Tianchen Deng , Shenghai Yuan , Zhenli Wang , Rui Guo , Jingchuan Wang

The bioinspired event camera, distinguished by its exceptional temporal resolution, high dynamic range, and low power consumption, has been extensively studied in recent years for motion estimation, robotic perception, and object detection.…

机器人学 · 计算机科学 2025-09-09 Shuolong Chen , Xingxing Li , Liu Yuan

Current approaches for visual-inertial odometry (VIO) are able to attain highly accurate state estimation via nonlinear optimization. However, real-time optimization quickly becomes infeasible as the trajectory grows over time, this problem…

机器人学 · 计算机科学 2016-11-01 Christian Forster , Luca Carlone , Frank Dellaert , Davide Scaramuzza

Existing LiDAR-inertial-visual odometry and mapping (LIV-SLAM) systems mainly utilize the LiDAR-inertial odometry (LIO) module for structure reconstruction and the visual-inertial odometry (VIO) module for color rendering. However, the…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Zikang Yuan , Jie Deng , Ruiye Ming , Fengtian Lang , Xin Yang

This work introduces BEV-LIO(LC), a novel LiDAR-Inertial Odometry (LIO) framework that combines Bird's Eye View (BEV) image representations of LiDAR data with geometry-based point cloud registration and incorporates loop closure (LC)…

机器人学 · 计算机科学 2025-07-18 Haoxin Cai , Shenghai Yuan , Xinyi Li , Junfeng Guo , Jianqi Liu

This paper presents a novel method for visual-inertial odometry. The method is based on an information fusion framework employing low-cost IMU sensors and the monocular camera in a standard smartphone. We formulate a sequential inference…

计算机视觉与模式识别 · 计算机科学 2018-01-24 Arno Solin , Santiago Cortes , Esa Rahtu , Juho Kannala

Relative localization (RL) is essential for the successful operation of micro air vehicle (MAV) swarms. Achieving accurate 3-D RL in infrastructure-free and GPS-denied environments with only distance information is a challenging problem…

机器人学 · 计算机科学 2024-05-29 Changrui Liu , Sven U. Pfeiffer , Guido C. H. E. de Croon

LiDAR-Inertial Odometry (LIO) is a foundational technique for autonomous systems, yet its deployment on resource-constrained platforms remains challenging due to computational and memory limitations. We propose Super-LIO, a robust LIO…

机器人学 · 计算机科学 2026-01-21 Liansheng Wang , Xinke Zhang , Chenhui Li , Dongjiao He , Yihan Pan , Jianjun Yi

The high time resolution of ultra-wideband (UWB) signals facilitates very precise position estimation in many scenarios, which makes a variety applications possible. This paper reviews the problem of position estimation in UWB systems,…

信息论 · 计算机科学 2008-07-18 S. Gezici , H. V. Poor

Existing LiDAR-Inertial Odometry (LIO) methods typically utilize the prior trajectory derived from the IMU integration to compensate for the motion distortion within LiDAR frames. However, discrepancies between the prior and true trajectory…

机器人学 · 计算机科学 2025-05-21 Tianxiang Zhang , Xuanxuan Zhang , Wenlei Fan , Xin Xia , Huai Yu , Lin Wang , You Li

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

State estimation is an essential part of autonomous systems. Integrating the Ultra-Wideband(UWB) technique has been shown to correct the long-term estimation drift and bypass the complexity of loop closure detection. However, few works on…

机器人学 · 计算机科学 2023-03-01 Haodong Jiang , Wentao Wang , Yuan Shen , Xinghan Li , Xiaoqiang Ren , Biqiang Mu , Junfeng Wu

In this paper, we propose a tightly-coupled, multi-modal simultaneous localization and mapping (SLAM) framework, integrating an extensive set of sensors: IMU, cameras, multiple lidars, and Ultra-wideband (UWB) range measurements, hence…

机器人学 · 计算机科学 2021-10-06 Thien-Minh Nguyen , Shenghai Yuan , Muqing Cao , Thien Hoang Nguyen , Lihua Xie

Mobile robots rely on odometry to navigate through areas where localization fails. Visual odometry (VO) is a common solution for obtaining robust and consistent relative motion estimates of the vehicle frame. Contrarily, Global Positioning…

机器人学 · 计算机科学 2021-06-09 Benjamin Congram , Timothy D. Barfoot

We compute the uncertainty of XIVO, a monocular visual-inertial odometry system based on the Extended Kalman Filter, in the presence of Gaussian noise, drift, and attribution errors in the feature tracks in addition to Gaussian noise and…

机器人学 · 计算机科学 2023-03-30 Stephanie Tsuei , Stefano Soatto

Drift-free localization is essential for autonomous vehicles. In this paper, we address the problem by proposing a filter-based framework, which integrates the visual-inertial odometry and the measurements of the features in the pre-built…

机器人学 · 计算机科学 2022-04-27 Zhuqing Zhang , Yanmei Jiao , Shoudong Huang , Yue Wang , Rong Xiong

The amount of texture can be rich or deficient depending on the objects and the structures of the building. The conventional mono visual-initial navigation system (VINS)-based localization techniques perform well in environments where…

机器人学 · 计算机科学 2021-01-01 KwangYik Jung , YeEun Kim , HyunJun Lim , Hyun Myung

Search and rescue operations require mobile robots to navigate unstructured indoor and outdoor environments. In particular, actively stabilized multirotor drones need precise movement data to balance and avoid obstacles. Combining radial…

机器人学 · 计算机科学 2024-08-13 Rik Girod , Marco Hauswirth , Patrick Pfreundschuh , Mariano Biasio , Roland Siegwart