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Holistic scene understanding poses a fundamental contribution to the autonomous operation of a robotic agent in its environment. Key ingredients include a well-defined representation of the surroundings to capture its spatial structure as…

机器人学 · 计算机科学 2024-05-24 Niclas Vödisch

Control systems are at the core of every real-world robot. They are deployed in an ever-increasing number of applications, ranging from autonomous racing and search-and-rescue missions to industrial inspections and space exploration. To…

机器人学 · 计算机科学 2024-07-03 Yunlong Song , Davide Scaramuzza

Simultaneous localization and mapping (SLAM) algorithms are essential for the autonomous navigation of mobile robots. With the increasing demand for autonomous systems, it is crucial to evaluate and compare the performance of these…

机器人学 · 计算机科学 2024-01-23 Nwankwo Linus , Elmar Rueckert

This paper addresses the robustness problem of visual-inertial state estimation for underwater operations. Underwater robots operating in a challenging environment are required to know their pose at all times. All vision-based localization…

机器人学 · 计算机科学 2023-04-05 Bharat Joshi , Hunter Damron , Sharmin Rahman , Ioannis Rekleitis

When we rely on deep-learned models for robotic perception, we must recognize that these models may behave unreliably on inputs dissimilar from the training data, compromising the closed-loop system's safety. This raises fundamental…

系统与控制 · 电气工程与系统科学 2023-09-19 Rohan Sinha , Edward Schmerling , Marco Pavone

Socially aware navigation is a fast-evolving research area in robotics that enables robots to move within human environments while adhering to the implicit human social norms. The advent of Deep Reinforcement Learning (DRL) has accelerated…

机器人学 · 计算机科学 2025-12-02 Ibrahim Khalil Kabir , Muhammad Faizan Mysorewala

Applications of reinforcement learning (RL) to stabilization problems of real systems are restricted since an agent needs many experiences to learn an optimal policy and may determine dangerous actions during its exploration. If we know a…

机器学习 · 计算机科学 2021-04-20 Junya Ikemoto , Toshimitsu Ushio

Place recognition is a critical component in robot navigation that enables it to re-establish previously visited locations, and simultaneously use this information to correct the drift incurred in its dead-reckoned estimate. In this work,…

计算机视觉与模式识别 · 计算机科学 2019-05-14 Sudeep Pillai , John Leonard

This paper presents a novel dataset for the development of visual navigation and simultaneous localisation and mapping (SLAM) algorithms as well as for underwater intervention tasks. It differs from existing datasets as it contains ground…

计算机视觉与模式识别 · 计算机科学 2021-07-30 Tomasz Luczynski , Jonatan Scharff Willners , Elizabeth Vargas , Joshua Roe , Shida Xu , Yu Cao , Yvan Petillot , Sen Wang

We investigate the scenario that a robot needs to reach a designated goal after taking a sequence of appropriate actions in a non-static environment that is partially structured. One application example is to control a marine vehicle to…

机器人学 · 计算机科学 2018-03-13 Chen Huang , Kai Yin , Lantao Liu

Robot learning methods have recently made great strides, but generalization and robustness challenges still hinder their widespread deployment. Failing to detect and address potential failures renders state-of-the-art learning systems not…

机器人学 · 计算机科学 2024-03-11 Huihan Liu , Shivin Dass , Roberto Martín-Martín , Yuke Zhu

The manuscript discusses the increasing use of location-aware radio communication systems to support operational processes for the demanding aircraft cabin environment. In this context, the challenges for evaluation and integration of…

信号处理 · 电气工程与系统科学 2023-12-15 Paul Schwarzbach , Jonas Ninnemann , Hagen Ußler , Oliver Michler , Michael Schultz

Human-robot interactions have been recognized to be a key element of future industrial collaborative robots (co-robots). Unlike traditional robots that work in structured and deterministic environments, co-robots need to operate in highly…

机器人学 · 计算机科学 2018-08-14 Changliu Liu , Masayoshi Tomizuka

Positioning of underwater robots in confined and cluttered spaces remains a key challenge for field operations. Existing systems are mostly designed for large, open-water environments and struggle in industrial settings due to poor…

机器人学 · 计算机科学 2025-11-03 Xueliang Cheng , Kanzhong Yao , Andrew West , Ognjen Marjanovic , Barry Lennox , Keir Groves

Robotic systems are multi-dimensional entities, combining both hardware and software, that are heavily dependent on, and influenced by, interactions with the real world. They can be variously categorised as embedded, cyberphysical,…

软件工程 · 计算机科学 2018-09-05 Marie Farrell , Matt Luckcuck , Michael Fisher

Ensuring human safety in collaborative robotics can compromise efficiency because traditional safety measures increase robot cycle time when human interaction is frequent. This paper proposes a safety-aware approach to mitigate efficiency…

机器人学 · 计算机科学 2025-12-22 M. Faroni , A. Spano , A. M. Zanchettin , P. Rocco

Sim-to-real transfer remains a significant challenge in robotics due to the discrepancies between simulated and real-world dynamics. Traditional methods like Domain Randomization often fail to capture fine-grained dynamics, limiting their…

机器人学 · 计算机科学 2025-03-04 Xilun Zhang , Shiqi Liu , Peide Huang , William Jongwon Han , Yiqi Lyu , Mengdi Xu , Ding Zhao

The recent adoption of the Robot Operating System (ROS) as a software standard in robotics has contributed to novel solutions for several problems on the area. One such problem is known as Simultaneous Localization and Mapping (SLAM) with…

机器人学 · 计算机科学 2023-02-14 B. Udugama

Recent advances in learning-based robot manipulation have produced policies with remarkable capabilities. Yet, reliability at deployment remains a fundamental barrier to real-world use, where distribution shift, compounding errors, and…

机器人学 · 计算机科学 2026-03-13 Christopher Agia

This paper presents a novel approach to modeling curiosity in a mobile robot, which is useful for monitoring and adaptive data collection tasks, especially in the context of long term autonomous missions where pre-programmed missions are…

机器人学 · 计算机科学 2015-09-30 Yogesh Girdhar , Gregory Dudek