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This paper proposes a novel data-driven approach for inertial navigation, which learns to estimate trajectories of natural human motions just from an inertial measurement unit (IMU) in every smartphone. The key observation is that human…

计算机视觉与模式识别 · 计算机科学 2018-01-03 Hang Yan , Qi Shan , Yasutaka Furukawa

By learning human motion priors, motion capture can be achieved by 6 inertial measurement units (IMUs) in recent years with the development of deep learning techniques, even though the sensor inputs are sparse and noisy. However, human…

图形学 · 计算机科学 2025-05-09 Xinyu Yi , Shaohua Pan , Feng Xu

We present a novel algorithm for online, real-time orientation estimation. Our algorithm integrates gyroscope data and corrects the resulting orientation estimate for integration drift using accelerometer and magnetometer data. This…

信号处理 · 电气工程与系统科学 2019-10-02 Manon Kok , Thomas B. Schön

In this paper, we introduce a novel formulation for camera motion estimation that integrates RGB-D images and inertial data through scene flow. Our goal is to accurately estimate the camera motion in a rigid 3D environment, along with the…

计算机视觉与模式识别 · 计算机科学 2024-04-29 Samuel Cerezo , Javier Civera

In recent years, MEMS inertial sensors (3D accelerometers and 3D gyroscopes) have become widely available due to their small size and low cost. Inertial sensor measurements are obtained at high sampling rates and can be integrated to obtain…

机器人学 · 计算机科学 2018-06-12 Manon Kok , Jeroen D. Hol , Thomas B. Schön

A global navigation satellite system (GNSS) is a sensor that can acquire 3D position and velocity in an earth-fixed coordinate system and is widely used for outdoor position estimation of robots and vehicles. Various GNSS/inertial…

机器人学 · 计算机科学 2023-12-22 Taro Suzuki

Robots are increasingly present in our lives, sharing the workspace and tasks with human co-workers. However, existing interfaces for human-robot interaction / cooperation (HRI/C) have limited levels of intuitiveness to use and safety is a…

机器人学 · 计算机科学 2023-04-18 António Amorim , Diana Guimarães , Tiago Mendonça , Pedro Neto , Paulo Costa , António Paulo Moreira

In this paper, we propose an algorithm to combine multiple cheap Inertial Measurement Unit (IMU) sensors to calculate 3D-orientations accurately. Our approach takes into account the inherent and non-negligible systematic error in the…

机器人学 · 计算机科学 2021-07-23 Marsel Faizullin , Gonzalo Ferrer

Inertial Measurement Unit (IMU) has long been a dream for stable and reliable motion estimation, especially in indoor environments where GPS strength limits. In this paper, we propose a novel method for position and orientation estimation…

机器人学 · 计算机科学 2021-02-18 Yingying Wang , Hu Cheng , Max Q. H. Meng

Inertial motion capture is a promising approach for capturing motion outside the laboratory. However, as one major drawback, most of the current methods require different quantities to be calibrated or computed offline as part of the setup…

机器人学 · 计算机科学 2025-09-17 Michael Lorenz , Bertram Taetz , Gabriele Bleser-Taetz , Didier Stricker

We propose a multi-sensor fusion method for capturing challenging 3D human motions with accurate consecutive local poses and global trajectories in large-scale scenarios, only using single LiDAR and 4 IMUs, which are set up conveniently and…

计算机视觉与模式识别 · 计算机科学 2023-04-11 Yiming Ren , Chengfeng Zhao , Yannan He , Peishan Cong , Han Liang , Jingyi Yu , Lan Xu , Yuexin Ma

This paper proposes a novel inertial-aided localization approach by fusing information from multiple inertial measurement units (IMUs) and exteroceptive sensors. IMU is a low-cost motion sensor which provides measurements on angular…

机器人学 · 计算机科学 2020-01-20 Ming Zhang , Yiming Chen , Xiangyu Xu , Mingyang Li

Inertial navigation systems for pedestrians are infrastructure-less and can achieve sub-meter accuracy in the short/medium period. However, when low-cost inertial measurement units (IMU) are employed for their implementation, they suffer…

机器人学 · 计算机科学 2015-03-30 Francesco Montorsi , Fabrizio Pancaldi , Giorgio M. Vitetta

This paper presents a novel approach to vehicle positioning that operates without reliance on the global navigation satellite system (GNSS). Traditional GNSS approaches are vulnerable to interference in certain environments, rendering them…

机器人学 · 计算机科学 2024-10-28 Barak Or , Nimrod Segol , Areej Eweida , Maxim Freydin

Attitude and heading reference systems (AHRS) play a central role in autonomous navigation systems on land, air and maritime platforms. AHRS utilize inertial sensor measurements to estimate platform orientation. In recent years, there has…

信号处理 · 电气工程与系统科学 2026-03-26 Yaakov Libero , Itzik Klein

In this work we solve the position-aided 3D navigation problem using a nonlinear estimation scheme. More precisely, we propose a nonlinear observer to estimate the full state of the vehicle (position, velocity, orientation and gyro bias)…

系统与控制 · 电气工程与系统科学 2021-03-26 Soulaimane Berkane , Abdelhamid Tayebi

Pose estimation purely based on 3D point-cloud could suffer from degradation, e.g. scan blocks or scans in repetitive environments. To deal with this problem, we propose an approach for fusing 3D spinning LiDAR and IMU to estimate the…

机器人学 · 计算机科学 2017-10-20 Haoyang Ye , Ming Liu

This paper presents a state-estimation solution for legged robots that uses a set of low-cost, compact, and lightweight sensors to achieve low-drift pose and velocity estimation under challenging locomotion conditions. The key idea is to…

机器人学 · 计算机科学 2025-07-23 Shuo Yang , Zixin Zhang , John Z. Zhang , Ibrahima Sory Sow , Zachary Manchester

This paper deals with the problem of full state estimation for vehicles navigating in a three dimensional space. We assume that the vehicle is equipped with an Inertial Measurement Unit (IMU) providing body-frame measurements of the angular…

最优化与控制 · 数学 2021-02-01 Soulaimane Berkane , Abdelhamid Tayebi , Simone de Marco

This paper presents a novel online capable method for simultaneous estimation of human motion in terms of segment orientations and positions along with sensor-to-segment calibration parameters from inertial sensors attached to the body. In…

系统与控制 · 计算机科学 2016-06-14 Bertram Taetz , Gabriele Bleser , Markus Miezal
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