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This paper presents a novel learning-based approach to dynamic robot-to-human handover, addressing the challenges of delivering objects to a moving receiver. We hypothesize that dynamic handover, where the robot adjusts to the receiver's…

机器人学 · 计算机科学 2025-02-19 Hyeonseong Kim , Chanwoo Kim , Matthew Pan , Kyungjae Lee , Sungjoon Choi

Despite recent advances in robotics and human-robot collaboration in the AEC industry, trust has mostly been treated as a static factor, with little guidance on how it changes across events during collaboration. This paper investigates how…

机器人学 · 计算机科学 2025-12-17 Hossein Naderi , Alireza Shojaei , Philip Agee , Kereshmeh Afsari , Abiola Akanmu

Transferring human motion to a mobile robotic manipulator and ensuring safe physical human-robot interaction are crucial steps towards automating complex manipulation tasks in human-shared environments. In this work, we present a novel…

机器人学 · 计算机科学 2021-10-26 Miguel Arduengo , Ana Arduengo , Adrià Colomé , Joan Lobo-Prat , Carme Torras

Deep learning's success in perception, natural language processing, etc. inspires hopes for advancements in autonomous robotics. However, real-world robotics face challenges like variability, high-dimensional state spaces, non-linear…

机器人学 · 计算机科学 2025-01-28 Sven Behnke

Deployments of artificial intelligence in medical diagnostics mandate not just accuracy and efficacy but also trust, emphasizing the need for explainability in machine decisions. The recent trend in automated medical image diagnostics leans…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Ugur Demir , Debesh Jha , Zheyuan Zhang , Elif Keles , Bradley Allen , Aggelos K. Katsaggelos , Ulas Bagci

Autonomous robots operating in open and changing environments cannot always rely on predefined inputs, outputs, and action routines. Although existing learning methods enable robots to improve their performance through environmental…

人工智能 · 计算机科学 2026-05-26 Hong Su

One of the primary goals of Human-Robot Interaction (HRI) research is to develop robots that can interpret human behavior and adapt their responses accordingly. Adaptive learning models, such as continual and reinforcement learning, play a…

人工智能 · 计算机科学 2025-03-18 Micol Spitale , Srikar Babu , Serhan Cakmak , Jiaee Cheong , Hatice Gunes

When a robot performs a task next to a human, physical interaction is inevitable: the human might push, pull, twist, or guide the robot. The state-of-the-art treats these interactions as disturbances that the robot should reject or avoid.…

机器人学 · 计算机科学 2021-07-07 Dylan P. Losey , Andrea Bajcsy , Marcia K. O'Malley , Anca D. Dragan

Integrating robots into teams of humans is anticipated to bring significant capability improvements for tasks such as searching potentially hazardous buildings. Trust between humans and robots is recognized as a key enabler for human-robot…

We hand the community HAND, a simple and time-efficient method for teaching robots new manipulation tasks through human hand demonstrations. Instead of relying on task-specific robot demonstrations collected via teleoperation, HAND uses…

机器人学 · 计算机科学 2025-10-28 Matthew Hong , Anthony Liang , Kevin Kim , Harshitha Rajaprakash , Jesse Thomason , Erdem Bıyık , Jesse Zhang

Manipulation tasks in daily life, such as pouring water, unfold intentionally under specialized manipulation contexts. Being able to process contextual knowledge in these Activities of Daily Living (ADLs) over time can help us understand…

计算机视觉与模式识别 · 计算机科学 2020-03-04 Chen Jiang , Masood Dehghan , Martin Jagersand

Humans throw and catch objects all the time. However, such a seemingly common skill introduces a lot of challenges for robots to achieve: The robots need to operate such dynamic actions at high-speed, collaborate precisely, and interact…

机器人学 · 计算机科学 2023-09-12 Binghao Huang , Yuanpei Chen , Tianyu Wang , Yuzhe Qin , Yaodong Yang , Nikolay Atanasov , Xiaolong Wang

For service robots to become general-purpose in everyday household environments, they need not only a large library of primitive skills, but also the ability to quickly learn novel tasks specified by users. Fine-tuning neural networks on a…

机器人学 · 计算机科学 2023-01-16 Yuqian Jiang , Qiaozi Gao , Govind Thattai , Gaurav Sukhatme

Human-robot object handovers have been an actively studied area of robotics over the past decade; however, very few techniques and systems have addressed the challenge of handing over diverse objects with arbitrary appearance, size, shape,…

机器人学 · 计算机科学 2021-06-07 Wei Yang , Chris Paxton , Arsalan Mousavian , Yu-Wei Chao , Maya Cakmak , Dieter Fox

Automatically detecting and recovering from failures is an important but challenging problem for autonomous robots. Most of the recent work on learning to plan from demonstrations lacks the ability to detect and recover from errors in the…

机器人学 · 计算机科学 2024-05-30 Namasivayam Kalithasan , Arnav Tuli , Vishal Bindal , Himanshu Gaurav Singh , Parag Singla , Rohan Paul

Quadruped robots have strong adaptability to extreme environments but may also experience faults. Once these faults occur, robots must be repaired before returning to the task, reducing their practical feasibility. One prevalent concern…

机器人学 · 计算机科学 2024-01-01 Xinyuan Wu , Wentao Dong , Hang Lai , Yong Yu , Ying Wen

The integration of large language models (LLMs) into conversational robots has made human-robot conversations more dynamic. Yet, LLM-powered conversational robots remain prone to errors, e.g., misunderstanding user intent, prematurely…

Assistive robots enable people with disabilities to conduct everyday tasks on their own. However, these tasks can be complex, containing both coarse reaching motions and fine-grained manipulation. For example, when eating, not only does one…

机器人学 · 计算机科学 2020-05-12 Hong Jun Jeon , Dylan P. Losey , Dorsa Sadigh

With the rapid development of embodied intelligence, leveraging large-scale human data for high-level imitation learning on humanoid robots has become a focal point of interest in both academia and industry. However, applying humanoid…

机器人学 · 计算机科学 2025-03-28 Yongxu Wang , Weiyun Yi , Xinhao Kong , Wanting Li

An object handover between a robot and a human is a coordinated action which is prone to failure for reasons such as miscommunication, incorrect actions and unexpected object properties. Existing works on handover failure detection and…

机器人学 · 计算机科学 2025-08-26 Santosh Thoduka , Nico Hochgeschwender , Juergen Gall , Paul G. Plöger