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Accurate and reliable estimation of biases of low-cost Inertial Measurement Units (IMU) is a key factor to maintain the resilience of Visual-Inertial Odometry (VIO), particularly when visual tracking fails in challenging areas. In such…

计算机视觉与模式识别 · 计算机科学 2025-10-20 Yang Yi , Kunqing Wang , Jinpu Zhang , Zhen Tan , Xiangke Wang , Hui Shen , Dewen Hu

We present a method to improve the accuracy of a foot-mounted, zero-velocity-aided inertial navigation system (INS) by varying estimator parameters based on a real-time classification of motion type. We train a support vector machine (SVM)…

机器人学 · 计算机科学 2018-07-17 Brandon Wagstaff , Valentin Peretroukhin , Jonathan Kelly

Spatially inhomogeneous magnetic fields offer a valuable, non-visual information source for positioning. Among systems leveraging this, magnetic field-based simultaneous localization and mapping (SLAM) systems are particularly attractive.…

机器人学 · 计算机科学 2026-04-16 Chuan Huang , Gustaf Hendeby , Isaac Skog

Full-body motion estimation of a human through wearable sensing technologies is challenging in the absence of position sensors. This paper contributes to the development of a model-based whole-body kinematics estimation algorithm using…

Inertial Odometry (IO) enables real-time localization using only acceleration and angular velocity measurements from an Inertial Measurement Unit (IMU), making it a promising solution for localization in consumer-grade applications.…

计算机视觉与模式识别 · 计算机科学 2025-12-30 Shanshan Zhang , Liqin Wu , Wenying Cao , Siyue Wang , Tianshui Wen , Qi Zhang , Xuemin Hong , Ao Peng , Lingxiang Zheng , Yu Yang

Inertial navigation computation is to acquire the attitude, velocity and position information of a moving body by integrating inertial measurements from gyroscopes and accelerometers. Over half a century has witnessed great efforts in…

机器人学 · 计算机科学 2021-09-21 Yuanxin Wu

This project presents the development of a gait recognition system using Tiny Machine Learning (Tiny ML) and Inertial Measurement Unit (IMU) sensors. The system leverages the XIAO-nRF52840 Sense microcontroller and the LSM6DS3 IMU sensor to…

机器学习 · 计算机科学 2025-07-25 Jiahang Zhang , Mingtong Chen , Zhengbao Yang

Current gait analysis faces challenges in various aspects, including limited and poorly labeled data within existing wearable electronics databases, difficulties in collecting patient data due to privacy concerns, and the inadequacy of the…

信号处理 · 电气工程与系统科学 2026-01-05 Wenwen Zhang , Hao Zhang , Zenan Jiang , Amir Servati , Peyman Servati

A plethora of state estimation techniques have appeared in the last decade using visual data, and more recently with added inertial data. Datasets typically used for evaluation include indoor and urban environments, where supporting videos…

Inertial tracking is vital for robotic IoT and has gained popularity thanks to the ubiquity of low-cost inertial measurement units and deep learning-powered tracking algorithms. Existing works, however, have not fully utilized IMU…

机器人学 · 计算机科学 2025-07-31 Xinzhe Zheng , Sijie Ji , Yipeng Pan , Kaiwen Zhang , Chenshu Wu

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

Recently, through development of several 3d vision systems, widely used in various applications, medical and biometric fields. Microsoft kinect sensor have been most of used camera among 3d vision systems. Microsoft kinect sensor can obtain…

计算机视觉与模式识别 · 计算机科学 2024-09-16 M. S. Gokmen , M. Akbaba , O. Findik

Fast contact detection is crucial for safe human-robot collaboration. Observers based on proprioceptive information can be used for contact detection but have first-order error dynamics, which results in delays. Sensor fusion based on…

机器人学 · 计算机科学 2025-06-18 Aran Mohammad , Jan Piosik , Dustin Lehmann , Thomas Seel , Moritz Schappler

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

Motion estimation by fusing data from at least a camera and an Inertial Measurement Unit (IMU) enables many applications in robotics. However, among the multitude of Visual Inertial Odometry (VIO) methods, few efficiently estimate device…

机器人学 · 计算机科学 2021-01-05 Jianzhu Huai , Yukai Lin , Charles Toth , Yuan Zhuang , Dong Chen

In this paper, we present a tightly coupled optimization-based GPS-Visual-Inertial odometry system to solve the trajectory drift of the visual-inertial odometry especially over long-term runs. Visual reprojection residuals, IMU residuals,…

机器人学 · 计算机科学 2022-03-08 Shihao Han , Feiyang Deng , Tao Li , Hailong Pei

This paper presents a control interface to translate the residual body motions of individuals living with severe disabilities, into control commands for body-machine interaction. A custom, wireless, wearable multi-sensor network is used to…

In recent years there have been excellent results in Visual-Inertial Odometry techniques, which aim to compute the incremental motion of the sensor with high accuracy and robustness. However these approaches lack the capability to close…

机器人学 · 计算机科学 2017-01-18 Raul Mur-Artal , Juan D. Tardos

Inertial Measurement Unit (IMU) sensors are being increasingly used to detect human gestures and movements. Using a single IMU sensor, whole body movement recognition remains a hard problem because movements may not be adequately captured…

机器学习 · 计算机科学 2020-09-07 Varun Badrinath Krishna

Recently, multi-sensors fusion has achieved significant progress in the field of automobility to improve navigation and position performance. As the prerequisite of the fusion algorithm, the demand for the extrinsic calibration of…

机器人学 · 计算机科学 2022-09-27 Hou lanhua
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