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相关论文: GVINS: Tightly Coupled GNSS-Visual-Inertial Fusion…

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Visual-Inertial odometry (VIO) is the process of estimating the state (pose and velocity) of an agent (e.g., an aerial robot) by using only the input of one or more cameras plus one or more Inertial Measurement Units (IMUs) attached to it.…

机器人学 · 计算机科学 2019-06-17 Davide Scaramuzza , Zichao Zhang

Visual Inertial Odometry (VIO) is a widely used computer vision method that determines an agent's movement through a camera and an IMU sensor. This paper presents an efficient and accurate VIO pipeline optimized for applications on micro-…

计算机视觉与模式识别 · 计算机科学 2025-09-15 Jonas Kühne , Christian Vogt , Michele Magno , Luca Benini

Currently, visual odometry and LIDAR odometry are performing well in pose estimation in some typical environments, but they still cannot recover the localization state at high speed or reduce accumulated drifts. In order to solve these…

机器人学 · 计算机科学 2025-04-01 Jintao Cheng , Bohuan Xue , Shiyang Chen , Qiuchi Xiang , Xiaoyu Tang

Modern autonomous navigation for unmanned ground vehicles relies on different estimators to fuse inertial sensors and GNSS measurements. However, the constant noise covariance matrices often struggle to account for dynamic real-world…

机器人学 · 计算机科学 2026-03-26 Gal Versano , Itzik Klein

Visual localization is a fundamental task that regresses the 6 Degree Of Freedom (6DoF) poses with image features in order to serve the high precision localization requests in many robotics applications. Degenerate conditions like motion…

计算机视觉与模式识别 · 计算机科学 2022-10-19 Yuchen Yang , Xudong Zhang , Shuang Gao , Jixiang Wan , Yishan Ping , Yuyue Liu , Jijunnan Li , Yandong Guo

Recently, gravity has been highlighted as a crucial constraint for state estimation to alleviate potential vertical drift. Existing online gravity estimation methods rely on pose estimation combined with IMU measurements, which is…

机器人学 · 计算机科学 2025-02-24 Chiyun Noh , Wooseong Yang , Minwoo Jung , Sangwoo Jung , Ayoung Kim

Dense visual odometry (VO), which provides pose estimation and dense 3D reconstruction, serves as the cornerstone for applications ranging from robotics to augmented reality. Recently, feed-forward models have demonstrated remarkable…

机器人学 · 计算机科学 2026-04-03 Junxiang Pan , Lipu Zhou , Baojie Chen

This paper introduces a geometric Quaternion-based Unscented Particle Filter for Visual-Inertial Navigation (QUPF-VIN) specifically designed for a vehicle operating with six degrees of freedom (6 DoF). The proposed QUPF-VIN technique is…

机器人学 · 计算机科学 2025-04-29 Khashayar Ghanizadegan , Hashim A. Hashim

The development of safe and reliable autonomous unmanned aerial vehicles relies on the ability of the system to recognise and adapt to changes in the local environment based on sensor inputs. State-of-the-art local tracking and trajectory…

机器人学 · 计算机科学 2025-02-12 Andrea Albanese , Yanran Wang , Davide Brunelli , David Boyle

Accurate, continuous, and reliable positioning is a critical component of achieving autonomous driving. However, in complex urban canyon environments, the vulnerability of a stand-alone sensor and non-line-of-sight (NLOS) caused by high…

计算机视觉与模式识别 · 计算机科学 2024-12-03 Jingrong Wang , Bo Xu , Ronghe Jin , Shoujian Zhang , Kefu Gao , Jingnan Liu

We present a robust control and estimation framework for quadrotors operating in Global Navigation Satellite System(GNSS)-denied, non-inertial environments where inertial sensors such as Inertial Measurement Units (IMUs) become unreliable…

机器人学 · 计算机科学 2026-02-05 Riming Xu , Obadah Wali , Yasmine Marani , Eric Feron

Precise localization is of great importance for autonomous parking task since it provides service for the downstream planning and control modules, which significantly affects the system performance. For parking scenarios, dynamic lighting,…

机器人学 · 计算机科学 2024-07-09 Xuefeng Jiang , Fangyuan Wang , Rongzhang Zheng , Han Liu , Yixiong Huo , Jinzhang Peng , Lu Tian , Emad Barsoum

To enhance localization accuracy in urban environments, an innovative LiDAR-Visual-Inertial odometry, named HDA-LVIO, is proposed by employing hybrid data association. The proposed HDA_LVIO system can be divided into two subsystems: the…

机器人学 · 计算机科学 2024-03-12 Jian Shi , Wei Wang , Mingyang Qi , Xin Li , Ye Yan

This paper addresses the robustness problem of visual-inertial state estimation for underwater operations. Underwater robots operating in a challenging environment are required to know their pose at all times. All vision-based localization…

机器人学 · 计算机科学 2023-04-05 Bharat Joshi , Hunter Damron , Sharmin Rahman , Ioannis Rekleitis

Autonomous exploration of unknown environments with aerial vehicles remains a challenge, especially in perceptually degraded conditions. Dust, fog, or a lack of visual or LiDAR-based features results in severe difficulties for state…

Reliable localization is a fundamental requirement for multi-robot systems operating in GPS-denied environments. Visual-inertial odometry (VIO) provides lightweight and accurate motion estimation but suffers from cumulative drift in the…

机器人学 · 计算机科学 2026-02-24 Ziwei Kang , Yizhi Zhou

This paper presents an extension to visual inertial odometry (VIO) by introducing tightly-coupled fusion of magnetometer measurements. A sliding window of keyframes is optimized by minimizing re-projection errors, relative inertial errors,…

机器人学 · 计算机科学 2024-09-17 Bharat Joshi , Ioannis Rekleitis

The use of GNSS in the railway sector has been postulated on the notion of a Virtual Balise (VB). The VB-based positioning system works by setting a VB point on the railway track and determining the passage of the VB point using the…

信号处理 · 电气工程与系统科学 2019-02-27 Heekwon No , Jérémy Vezinet , Carl Milner

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

Autonomous vehicles and wheeled robots are widely used in many applications in both indoor and outdoor settings. In practical situations with limited GNSS signals or degraded lighting conditions, the navigation solution may rely only on…

机器人学 · 计算机科学 2026-03-17 Dusan Nemec , Gal Versano , Itai Savin , Vojtech Simak , Juraj Kekelak , Itzik Klein