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We present a real-time monocular thermal-inertial odometry system designed for high-velocity, GPS-denied flight on embedded hardware. The system fuses measurements from a FLIR Boson+ 640 longwave infrared camera, a high-rate IMU, a laser…

机器人学 · 计算机科学 2026-03-03 Austin Stone , Mark Petersen , Cammy Peterson

In recent years, Visual-Inertial Odometry (VIO) has achieved many significant progresses. However, VIO methods suffer from localization drift over long trajectories. In this paper, we propose a First-Estimates Jacobian…

机器人学 · 计算机科学 2022-07-19 Shenhan Jia , Yanmei Jiao , Zhuqing Zhang , Rong Xiong , Yue Wang

Combining Global Navigation Satellite System (GNSS) with visual and inertial sensors can give smooth pose estimation without drifting. The fusion system gradually degrades to Visual-Inertial Odometry (VIO) with the number of satellites…

机器人学 · 计算机科学 2023-02-13 Changwu Liu , Chen Jiang , Haowen Wang

Learning-based visual ego-motion estimation is promising yet not ready for navigating agile mobile robots in the real world. In this article, we propose CUAHN-VIO, a robust and efficient monocular visual-inertial odometry (VIO) designed for…

机器人学 · 计算机科学 2022-08-31 Yingfu Xu , Guido C. H. E. de Croon

The farming industry constantly seeks the automation of different processes involved in agricultural production, such as sowing, harvesting and weed control. The use of mobile autonomous robots to perform those tasks is of great interest.…

机器人学 · 计算机科学 2022-11-02 Javier Cremona , Román Comelli , Taihú Pire

Estimating the correspondences between pixels in sequences of images is a critical first step for a myriad of tasks including vision-aided navigation (e.g., visual odometry (VO), visual-inertial odometry (VIO), and visual simultaneous…

图像与视频处理 · 电气工程与系统科学 2018-03-16 E. Jared Shamwell , William D. Nothwang , Donald Perlis

We have proposed, to the best of our knowledge, the first-of-its-kind LiDAR-Inertial-Visual-Fused simultaneous localization and mapping (SLAM) system with a strong place recognition capacity. Our proposed SLAM system is consist of…

机器人学 · 计算机科学 2023-01-16 Kangcheng Liu

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

In the field of Simultaneous Localization and Mapping (SLAM), researchers have always pursued better performance in terms of accuracy and time cost. Traditional algorithms typically rely on fundamental geometric elements in images to…

机器人学 · 计算机科学 2024-03-05 Zhang Zhihe

Robust stereo visual-inertial odometry (VIO) remains challenging in low-texture scenes and under abrupt illumination changes, where point features become sparse and unstable, leading to ambiguous association and under-constrained…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Zikun Chen , Wentao Zhao , Yihe Niu , Tianchen Deng , Jingchuan Wang

Robust and fast motion estimation and mapping is a key prerequisite for autonomous operation of mobile robots. The goal of performing this task solely on a stereo pair of video cameras is highly demanding and bears conflicting objectives:…

机器人学 · 计算机科学 2018-10-19 Nicola Krombach , David Droeschel , Sebastian Houben , Sven Behnke

In this work we present a monocular visual odometry (VO) algorithm which leverages geometry-based methods and deep learning. Most existing VO/SLAM systems with superior performance are based on geometry and have to be carefully designed for…

计算机视觉与模式识别 · 计算机科学 2020-02-19 Huangying Zhan , Chamara Saroj Weerasekera , Jiawang Bian , Ian Reid

In this paper we propose a robust visual odometry system for a wide-baseline camera rig with wide field-of-view (FOV) fisheye lenses, which provides full omnidirectional stereo observations of the environment. For more robust and accurate…

计算机视觉与模式识别 · 计算机科学 2019-03-04 Hochang Seok , Jongwoo Lim

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

This article proposes a visual inertial navigation algorithm intended to diminish the horizontal position drift experienced by autonomous fixed wing UAVs (Unmanned Air Vehicles) in the absence of GNSS (Global Navigation Satellite System)…

机器人学 · 计算机科学 2023-08-17 Eduardo Gallo , Antonio Barrientos

A common prerequisite for evaluating a visual(-inertial) odometry (VO/VIO) algorithm is to align the timestamps and the reference frame of its estimated trajectory with a reference ground-truth derived from a system of superior precision,…

机器人学 · 计算机科学 2024-04-25 Zichao Shu , Lijun Li , Rui Wang , Zetao Chen

Monocular visual odometry (VO) is a fundamental computer vision problem with applications in autonomous navigation, augmented reality and more. While deep learning-based methods have recently shown superior accuracy compared to traditional…

计算机视觉与模式识别 · 计算机科学 2026-04-27 Dominik Kuczkowski , Laura Ruotsalainen

Although cluttered indoor scenes have a lot of useful high-level semantic information which can be used for mapping and localization, most Visual Odometry (VO) algorithms rely on the usage of geometric features such as points, lines and…

计算机视觉与模式识别 · 计算机科学 2018-03-02 Huai-Jen Liang , Nitin J. Sanket , Cornelia Fermüller , Yiannis Aloimonos

Real-time LiDAR-visual-inertial odometry and mapping is crucial for navigation and planning tasks in intelligent transportation systems. This study presents a pose-only bundle adjustment (PA) LiDAR-visual-inertial odometry (LVIO), named…

机器人学 · 计算机科学 2026-03-25 Hailiang Tang , Tisheng Zhang , Liqiang Wang , Xin Ding , Man Yuan , Xiaoji Niu

Visual odometry is a widely used technique in the field of robotics and automation to keep a track on the location of a robot using visual cues alone. In this paper, we propose a joint forward backward visual odometry framework by combining…

机器人学 · 计算机科学 2020-02-03 Raghav Sardana , Rahul Kottath , Vinod Karar , Shashi Poddar