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In many robotics problems, there is a significant gain in collaborative information sharing between multiple robots, for exploration, search and rescue, tracking multiple targets, or mapping large environments. One of the key implicit…

机器人学 · 计算机科学 2023-06-08 Ofer Dagan , Tycho L. Cinquini , Luke Morrissey , Kristen Such , Nisar R. Ahmed , Christoffer Heckman

Object-oriented SLAM is a popular technology in autonomous driving and robotics. In this paper, we propose a stereo visual SLAM with a robust quadric landmark representation method. The system consists of four components, including deep…

机器人学 · 计算机科学 2021-10-19 Rui Tian , Yunzhou Zhang , Yonghui Feng , Linghao Yang , Zhenzhong Cao , Sonya Coleman , Dermot Kerr

SLAM is a fundamental component of modern autonomous systems, providing robots and their operators with a deeper understanding of their environment. SLAM systems often encounter challenges due to the dynamic nature of robotic motion,…

机器人学 · 计算机科学 2025-04-29 Leon Davies , Baihua Li , Mohamad Saada , Simon Sølvsten , Qinggang Meng

This paper addresses the problem of Simultaneous Localization and Mapping (SLAM) for rigid body systems in three-dimensional space. We introduce a new matrix Lie group SE_{3+n}(3), whose elements are composed of the pose, gravity, linear…

系统与控制 · 电气工程与系统科学 2025-04-08 Mouaad Boughellaba , Soulaimane Berkane , Abdelhamid Tayebi

In point-line SLAM systems, the utilization of line structural information and the optimization of lines are two significant problems. The former is usually addressed through structural regularities, while the latter typically involves…

机器人学 · 计算机科学 2024-10-21 Guanghao Li , Yu Cao , Qi Chen , Yifan Yang , Jian Pu

Pose-Graph optimization is a crucial component of many modern SLAM systems. Most prominent state of the art systems address this problem by iterative non-linear least squares. Both number of iterations and convergence basin of these…

机器人学 · 计算机科学 2018-09-05 Irvin Aloise , Giorgio Grisetti

In this paper, we propose an optimization based SLAM approach to simultaneously optimize the robot trajectory and the occupancy map using 2D laser scans (and odometry) information. The key novelty is that the robot poses and the occupancy…

机器人学 · 计算机科学 2024-05-20 Liang Zhao , Yingyu Wang , Shoudong Huang

Visual Simultaneous Localization and Mapping (vSLAM) is a prevailing technology for many emerging robotic applications. Achieving real-time SLAM on mobile robotic systems with limited computational resources is challenging because the…

机器人学 · 计算机科学 2025-02-28 Yao Zhang , Yuyi Mao , Hui Wang , Zhiwen Yu , Song Guo , Jun Zhang , Liang Wang , Bin Guo

The pose graph is a core component of Structure-from-Motion (SfM), where images act as nodes and edges encode relative poses. Since geometric verification is expensive, SfM pipelines restrict the pose graph to a sparse set of candidate…

计算机视觉与模式识别 · 计算机科学 2026-02-26 Tong Wei , Giorgos Tolias , Jiri Matas , Daniel Barath

We introduce MUTE-SLAM, a real-time neural RGB-D SLAM system employing multiple tri-plane hash-encodings for efficient scene representation. MUTE-SLAM effectively tracks camera positions and incrementally builds a scalable multi-map…

计算机视觉与模式识别 · 计算机科学 2024-09-24 Yifan Yan , Ruomin He , Zhenghua Liu

Autonomous exploration requires a robot to explore an unknown environment while constructing an accurate map using Simultaneous Localization and Mapping (SLAM) techniques. Without prior information, the exploration performance is usually…

机器人学 · 计算机科学 2024-07-02 Ruofei Bai , Hongliang Guo , Wei-Yun Yau , Lihua Xie

Autonomous drone racing demands robust real-time localization under extreme conditions: high-speed flight, aggressive maneuvers, and payload-constrained platforms that often rely on a single camera for perception. Existing visual SLAM…

机器人学 · 计算机科学 2026-04-17 David Perez-Saura , Miguel Fernandez-Cortizas , Alvaro J. Gaona , Pascual Campoy

(Visual) Simultaneous Localization and Mapping (SLAM) remains a fundamental challenge in enabling autonomous systems to navigate and understand large-scale environments. Traditional SLAM approaches struggle to balance efficiency and…

机器人学 · 计算机科学 2025-10-31 Tian Yi Lim , Boyang Sun , Marc Pollefeys , Hermann Blum

As an important upstream task for many medical applications, supervised landmark localization still requires non-negligible annotation costs to achieve desirable performance. Besides, due to cumbersome collection procedures, the limited…

计算机视觉与模式识别 · 计算机科学 2022-08-02 Zihao Yin , Ping Gong , Chunyu Wang , Yizhou Yu , Yizhou Wang

Existence of symmetric objects, whose observation at different viewpoints can be identical, can deteriorate the performance of simultaneous localization and mapping(SLAM). This work proposes a system for robustly optimizing the pose of…

计算机视觉与模式识别 · 计算机科学 2023-03-15 Taekbeom Lee , Youngseok Jang , H. Jin Kim

This study proposes a privacy-preserving Visual SLAM framework for estimating camera poses and performing bundle adjustment with mixed line and point clouds in real time. Previous studies have proposed localization methods to estimate a…

计算机视觉与模式识别 · 计算机科学 2020-07-28 Mikiya Shibuya , Shinya Sumikura , Ken Sakurada

Edge computing is increasingly proposed as a solution for reducing resource consumption of mobile devices running simultaneous localization and mapping (SLAM) algorithms, with most edge-assisted SLAM systems assuming the communication…

系统与控制 · 电气工程与系统科学 2023-01-12 Ying Chen , Hazer Inaltekin , Maria Gorlatova

Maps are a key component in image-based camera localization and visual SLAM systems: they are used to establish geometric constraints between images, correct drift in relative pose estimation, and relocalize cameras after lost tracking. The…

计算机视觉与模式识别 · 计算机科学 2018-04-03 Samarth Brahmbhatt , Jinwei Gu , Kihwan Kim , James Hays , Jan Kautz

We propose an integrated approach to active exploration by exploiting the Cartographer method as the base SLAM module for submap creation and performing efficient frontier detection in the geometrically co-aligned submaps induced by graph…

计算机视觉与模式识别 · 计算机科学 2020-09-08 Zezhou Sun , Banghe Wu , Cheng-Zhong Xu , Sanjay E. Sarma , Jian Yang , Hui Kong

Pose graph optimization is a special case of the simultaneous localization and mapping problem where the only variables to be estimated are pose variables and the only measurements are inter-pose constraints. The vast majority of pose graph…

机器人学 · 计算机科学 2022-12-09 Brendon Forsgren , Kevin Brink , Prashant Ganesh , Timothy McLain