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Human-robot teaming (HRT) systems often rely on large-scale datasets of human and robot interactions, especially for close-proximity collaboration tasks such as human-robot handovers. Learning robot manipulation policies from raw,…

机器人学 · 计算机科学 2025-08-14 Yuekun Wu , Yik Lung Pang , Andrea Cavallaro , Changjae Oh

In human-robot collaboration (HRC), human trust in the robot is the human expectation that a robot executes tasks with desired performance. A higher-level trust increases the willingness of a human operator to assign tasks, share plans, and…

机器人学 · 计算机科学 2021-06-30 Ruijiao Luo , Chao Huang , Yuntao Peng , Boyi Song , Rui Liu

In autonomous driving, accurately predicting the movements of other traffic participants is crucial, as it significantly influences a vehicle's planning processes. Modern trajectory prediction models strive to interpret complex patterns and…

机器人学 · 计算机科学 2025-04-23 Tobias Demmler , Lennart Hartung , Andreas Tamke , Thao Dang , Alexander Hegai , Karsten Haug , Lars Mikelsons

Cooperative table-carrying is a complex task due to the continuous nature of the action and state-spaces, multimodality of strategies, and the need for instantaneous adaptation to other agents. In this work, we present a method for…

机器人学 · 计算机科学 2023-03-08 Eley Ng , Ziang Liu , Monroe Kennedy

Motion prediction is crucial for autonomous driving systems to understand complex driving scenarios and make informed decisions. However, this task is challenging due to the diverse behaviors of traffic participants and complex…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Shaoshuai Shi , Li Jiang , Dengxin Dai , Bernt Schiele

Accurate trajectory prediction of road agents (e.g., pedestrians, vehicles) is an essential prerequisite for various intelligent systems applications, such as autonomous driving and robotic navigation. Recent research highlights the…

人工智能 · 计算机科学 2025-03-10 Yihong Tang , Wei Ma

This paper proposes an adaptive admittance controller for improving efficiency and safety in physical human-robot interaction (pHRI) tasks in small-batch manufacturing that involve contact with stiff environments, such as drilling,…

机器人学 · 计算机科学 2024-07-22 Pouya P. Niaz , Engin Erzin , Cagatay Basdogan

Trust is essential in human-robot collaboration, particularly in multi-human, multi-robot (MH-MR) teams, where it plays a crucial role in maintaining team cohesion in complex operational environments. Despite its importance, trust is rarely…

机器人学 · 计算机科学 2025-03-11 Ike Obi , Ruiqi Wang , Wonse Jo , Byung-Cheol Min

For humans and robots to form an effective human-robot team (HRT) there must be sufficient trust between team members throughout a mission. We analyze data from an HRT experiment focused on trust dynamics in teams of one human and two…

Human robot collaboration (HRC) is becoming increasingly important as the paradigm of manufacturing is shifting from mass production to mass customization. The introduction of HRC can significantly improve the flexibility and intelligence…

机器人学 · 计算机科学 2020-02-19 Yujiao Cheng , Liting Sun , Changliu Liu , Masayoshi Tomizuka

Understanding human intentions is critical for safe and effective human-robot collaboration. While state of the art methods for human goal prediction utilize learned models to account for the uncertainty of human motion data, that data is…

机器人学 · 计算机科学 2024-01-24 Yi-Shiuan Tung , Matthew B. Luebbers , Alessandro Roncone , Bradley Hayes

Accurate human motion prediction (HMP) is critical for seamless human-robot collaboration, particularly in handover tasks that require real-time adaptability. Despite the high accuracy of state-of-the-art models, their computational…

机器人学 · 计算机科学 2025-03-04 Gerard Gómez-Izquierdo , Javier Laplaza , Alberto Sanfeliu , Anaís Garrell

Trust prediction is a key issue in human-robot collaboration, especially in construction scenarios where maintaining appropriate trust calibration is critical for safety and efficiency. This paper introduces the Performance-guided…

人机交互 · 计算机科学 2025-06-23 Hao Guo , Wei Fan , Shaohui Liu , Feng Jiang , Chunzhi Yi

Collaborative manipulation task often requires negotiation using explicit or implicit communication. An important example is determining where to move when the goal destination is not uniquely specified, and who should lead the motion. This…

机器人学 · 计算机科学 2023-11-07 Zhanibek Rysbek , Siyu Li , Afagh Mehri Shervedani , Milos Zefran

Accurate vehicle trajectory prediction is critical for safe and efficient autonomous driving, especially in mixed traffic environments when both human-driven and autonomous vehicles co-exist. However, uncertainties introduced by inherent…

机器学习 · 计算机科学 2025-08-15 Chandra Raskoti , Iftekharul Islam , Xuan Wang , Weizi Li

Traditional control and planning for robotic manipulation heavily rely on precise physical models and predefined action sequences. While effective in structured environments, such approaches often fail in real-world scenarios due to…

机器人学 · 计算机科学 2025-08-08 Jin Wang , Weijie Wang , Boyuan Deng , Heng Zhang , Rui Dai , Nikos Tsagarakis

The study of human-robot interaction is fundamental to the design and use of robotics in real-world applications. Robots will need to predict and adapt to the actions of human collaborators in order to achieve good performance and improve…

Efficiently detecting human intent to interact with ubiquitous robots is crucial for effective human-robot interaction (HRI) and collaboration. Over the past decade, deep learning has gained traction in this field, with most existing…

机器人学 · 计算机科学 2025-09-29 Farida Mohsen , Ali Safa

In this work we argue that in Human-Robot Collaboration (HRC) tasks, the Perception-Action cycle in HRC tasks can not fully explain the collaborative behaviour of the human and robot and it has to be extended to Perception-Intention-Action…

机器人学 · 计算机科学 2022-06-02 J. E. Dominguez-Vidal , Nicolas Rodriguez , Rene Alquezar , Alberto Sanfeliu

This paper presents a human-robot trust integrated task allocation and motion planning framework for multi-robot systems (MRS) in performing a set of tasks concurrently. A set of task specifications in parallel are conjuncted with MRS to…

机器人学 · 计算机科学 2018-12-04 Huanfei Zheng , Zhanrui Liao , Yue Wang