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The design of a globally convergent position observer for feature points from visual information is a challenging problem, especially for the case with only inertial measurements and without assumptions of uniform observability, which…

系统与控制 · 电气工程与系统科学 2022-04-15 Bowen Yi , Chi Jin , Ian R. Manchester

We analyze the observability of motion estimates from the fusion of visual and inertial sensors. Because the model contains unknown parameters, such as sensor biases, the problem is usually cast as a mixed identification/filtering, and the…

机器人学 · 计算机科学 2015-04-28 Joshua Hernandez , Konstantine Tsotsos , Stefano Soatto

Traditional visual-inertial state estimation targets absolute camera poses and spatial landmark locations while first-order kinematics are typically resolved as an implicitly estimated sub-state. However, this poses a risk in velocity-based…

计算机视觉与模式识别 · 计算机科学 2024-01-18 Wanting Xu , Xin Peng , Laurent Kneip

In various applications of land vehicle navigation and automatic guidance systems, Global Navigation Satellite System/Inertial Measurement Unit (GNSS/IMU) positioning performance crucially depends on the attitude determination accuracy…

系统与控制 · 计算机科学 2015-05-27 Vasiliy M. Tereshkov

Inference of three-dimensional motion from the fusion of inertial and visual sensory data has to contend with the preponderance of outliers in the latter. Robust filtering deals with the joint inference and classification task of selecting…

机器人学 · 计算机科学 2014-12-17 Konstantine Tsotsos , Alessandro Chiuso , Stefano Soatto

Attitude estimation is the process of computing the orientation angles of an object with respect to a fixed frame of reference. Gyroscope, accelerometer, and magnetometer are some of the fundamental sensors used in attitude estimation. The…

系统与控制 · 电气工程与系统科学 2021-07-09 Parag Narkhede , Shashi Poddar , Rahee Walambe , George Ghinea , Ketan Kotecha

Inertial Velocity-Aided Attitude (VAA), the estimation of the velocity and attitude of a vehicle using gyroscope, accelerometer, and inertial-frame velocity (e.g. GPS velocity) measurements, is an important problem in the control of…

系统与控制 · 电气工程与系统科学 2026-01-19 Pieter van Goor , Tarek Hamel , Robert Mahony

The cooperation of a pair of robot manipulators is required to manipulate a target object without any fixtures. The conventional control methods coordinate the end-effector pose of each manipulator with that of the other using their…

机器人学 · 计算机科学 2025-10-08 Zizhe Zhang , Yuan Yang , Wenqiang Zuo , Guangming Song , Aiguo Song , Yang Shi

In many real-world visual Imitation Learning (IL) scenarios, there is a misalignment between the agent's and the expert's perspectives, which might lead to the failure of imitation. Previous methods have generally solved this problem by…

机器人学 · 计算机科学 2024-04-05 Kaichen Huang , Minghao Shao , Shenghua Wan , Hai-Hang Sun , Shuai Feng , Le Gan , De-Chuan Zhan

The fusion of visual and inertial measurements is becoming more and more popular in the robotics community since both sources of information complement well each other. However, in order to perform this fusion, the biases of the Inertial…

机器人学 · 计算机科学 2021-03-08 David Zuñiga-Noël , Francisco-Angel Moreno , Javier Gonzalez-Jimenez

The rigid-body attitude tracking using vector and biased gyro measurements with unknown inertia matrix is studied in this note. First, a gyro-bias observer with global exponential stability is designed. Then, an attitude tracking controller…

系统与控制 · 电气工程与系统科学 2022-08-05 Eduardo Espíndola , Yu Tang

This work presents a contracting hierarchical observer that fuses position and orientation measurements with an IMU to generate smooth position, linear velocity, orientation, and IMU bias estimates that are guaranteed to converge to their…

机器人学 · 计算机科学 2023-03-07 Brett T. Lopez

The implementation challenges of cooperative localization by dual foot-mounted inertial sensors and inter-agent ranging are discussed and work on the subject is reviewed. System architecture and sensor fusion are identified as key…

机器人学 · 计算机科学 2013-11-25 John-Olof Nilsson , Dave Zachariah , Isaac Skog , Peter Händel

A simple approach to gyro and accelerometer bias estimation is proposed. It does not involve Kalman filtering or similar formal techniques. Instead, it is based on physical intuition and exploits a duality between gimbaled and strapdown…

系统与控制 · 计算机科学 2013-07-02 Vasiliy M. Tereshkov

A monocular 3D object tracking system generally has only up-to-scale pose estimation results without any prior knowledge of the tracked object. In this paper, we propose a novel idea to recover the metric scale of an arbitrary dynamic…

机器人学 · 计算机科学 2018-08-22 Kejie Qiu , Tong Qin , Hongwen Xie , Shaojie Shen

Autonomous vehicles must reason about spatial occlusions in urban environments to ensure safety without being overly cautious. Prior work explored occlusion inference from observed social behaviors of road agents, hence treating people as…

机器人学 · 计算机科学 2022-03-04 Masha Itkina , Ye-Ji Mun , Katherine Driggs-Campbell , Mykel J. Kochenderfer

3D object detection is a common function within the perception system of an autonomous vehicle and outputs a list of 3D bounding boxes around objects of interest. Various 3D object detection methods have relied on fusion of different sensor…

计算机视觉与模式识别 · 计算机科学 2020-11-02 Eduardo Arnold , Mehrdad Dianati , Robert de Temple , Saber Fallah

Collaborative autonomous driving with multiple vehicles usually requires the data fusion from multiple modalities. To ensure effective fusion, the data from each individual modality shall maintain a reasonably high quality. However, in…

人工智能 · 计算机科学 2024-08-02 Zhe Huang , Shuo Wang , Yongcai Wang , Wanting Li , Deying Li , Lei Wang

Knowledge of how a body is oriented relative to the world is frequently invaluable information in the field of robotics. An attitude estimator that fuses 3-axis gyroscope, accelerometer and magnetometer data into a quaternion orientation…

机器人学 · 计算机科学 2018-09-28 Philipp Allgeuer , Sven Behnke

In this paper, we study state estimation of multi-visual-inertial systems (MVIS) and develop sensor fusion algorithms to optimally fuse an arbitrary number of asynchronous inertial measurement units (IMUs) or gyroscopes and global and(or)…

机器人学 · 计算机科学 2024-09-04 Yulin Yang , Patrick Geneva , Guoquan Huang
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