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With the substantial growth of logistics businesses the need for larger warehouses and their automation arises, thus using robots as assistants to human workers is becoming a priority. In order to operate efficiently and safely, robot…

机器人学 · 计算机科学 2019-01-11 Tomislav Petković , David Puljiz , Ivan Marković , Björn Hein

Robots that can effectively understand human intentions from actions are crucial for successful human-robot collaboration. In this work, we address the challenge of a robot navigating towards an unknown goal while also accounting for a…

机器人学 · 计算机科学 2023-03-17 Oriana Peltzer , Dylan M. Asmar , Mac Schwager , Mykel J. Kochenderfer

With the substantial growth of logistics businesses the need for larger and more automated warehouses increases, thus giving rise to fully robotized shop-floors with mobile robots in charge of transporting and distributing goods. However,…

Predicting the next action that a human is most likely to perform is key to human-AI collaboration and has consequently attracted increasing research interests in recent years. An important factor for next action prediction are human…

人机交互 · 计算机科学 2024-03-26 Lei Shi , Paul-Christian Bürkner , Andreas Bulling

Understanding human intentions is key to enabling effective and efficient human-robot interaction (HRI) in collaborative settings. To enable developments and evaluation of the ability of artificial intelligence (AI) systems to infer human…

计算机视觉与模式识别 · 计算机科学 2023-05-01 Jiafei Duan , Samson Yu , Nicholas Tan , Yi Ru Wang , Cheston Tan

In the domain of autonomous household robots, it is of utmost importance for robots to understand human behaviors and provide appropriate services. This requires the robots to possess the capability to analyze complex human behaviors and…

机器人学 · 计算机科学 2025-04-11 Zhe Sun , Rujie Wu , Xiaodong Yang , Hongzhao Xie , Haiyan Jiang , Junda Bi , Zhenliang Zhang

We study the problem of safe and intention-aware robot navigation in dense and interactive crowds. Most previous reinforcement learning (RL) based methods fail to consider different types of interactions among all agents or ignore the…

Within this work, we explore intention inference for user actions in the context of a handheld robot setup. Handheld robots share the shape and properties of handheld tools while being able to process task information and aid manipulation.…

机器人学 · 计算机科学 2018-10-16 Janis Stolzenwald , Walterio W. Mayol-Cuevas

Accurate inference of human intent enables human-robot collaboration without constraining human control or causing conflicts between humans and robots. We present GUIDER (Global User Intent Dual-phase Estimation for Robots), a probabilistic…

机器人学 · 计算机科学 2025-07-15 Cesar Alan Contreras , Manolis Chiou , Alireza Rastegarpanah , Michal Szulik , Rustam Stolkin

Intent recognition aims to identify users' underlying intentions, traditionally focusing on text in natural language processing. With growing demands for natural human-computer interaction, the field has evolved through deep learning and…

计算与语言 · 计算机科学 2025-08-01 Jingwei Zhao , Yuhua Wen , Qifei Li , Minchi Hu , Yingying Zhou , Jingyao Xue , Junyang Wu , Yingming Gao , Zhengqi Wen , Jianhua Tao , Ya Li

The ability of human beings to precisely recog- nize others intents is a significant mental activity in reasoning about actions, such as, what other people are doing and what they will do next. Recent research has revealed that human…

人机交互 · 计算机科学 2018-03-13 Xiang Zhang

Human-robot collaboration (HRC) requires robots to adapt their motions to human intent to ensure safe and efficient cooperation in shared spaces. Although large language models (LLMs) provide high-level reasoning for inferring human intent,…

机器人学 · 计算机科学 2025-10-13 Jiurun Song , Xiao Liang , Minghui Zheng

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

Collaborative manipulation is inherently multimodal, with haptic communication playing a central role. When performed by humans, it involves back-and-forth force exchanges between the participants through which they resolve possible…

机器人学 · 计算机科学 2023-08-21 Zhanibek Rysbek , Ki Hwan Oh , Milos Zefran

Constraint-aware estimation of human intent is essential for robots to physically collaborate and interact with humans. Further, to achieve fluid collaboration in dynamic tasks intent estimation should be achieved in real-time. In this…

机器人学 · 计算机科学 2024-09-04 Yifei Simon Shao , Tianyu Li , Shafagh Keyvanian , Pratik Chaudhari , Vijay Kumar , Nadia Figueroa

Service robots in public spaces require real-time understanding of human behavioral intentions for natural interaction. We present a practical multimodal framework for frame-accurate human-robot interaction intent detection that fuses…

机器人学 · 计算机科学 2025-12-23 Farida Mohsen , Ali Safa

Within this work, we explore intention inference for user actions in the context of a handheld robot setup. Handheld robots share the shape and properties of handheld tools while being able to process task information and aid manipulation.…

机器人学 · 计算机科学 2019-03-21 Janis Stolzenwald , Walterio W. Mayol-Cuevas

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

Proactively perceiving others' intentions is a crucial skill to effectively interact in unstructured, dynamic and novel environments. This work proposes a first step towards embedding this skill in support robots for search and rescue…

机器人学 · 计算机科学 2019-08-28 Dimitri Ognibene , Lorenzo Mirante , Letizia Marchegiani

The rapid growth of e-commerce increases the need for larger warehouses and their automation, thus using robots as assistants to human workers becomes a priority. In order to operate efficiently and safely, robot assistants or the…

机器人学 · 计算机科学 2018-04-06 Tomislav Petković , Ivan Marković , Ivan Petrović