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Collaborative robots require effective human intention estimation to safely and smoothly work with humans in less structured tasks such as industrial assembly, where human intention continuously changes. We propose the concept of intention…

Human activity recognition (HAR) is fundamental in human-robot collaboration (HRC), enabling robots to respond to and dynamically adapt to human intentions. This paper introduces a HAR system combining a modular data glove equipped with…

We present the HOH (Human-Object-Human) Handover Dataset, a large object count dataset with 136 objects, to accelerate data-driven research on handover studies, human-robot handover implementation, and artificial intelligence (AI) on…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Noah Wiederhold , Ava Megyeri , DiMaggio Paris , Sean Banerjee , Natasha Kholgade Banerjee

Humans intuitively understand that inanimate objects do not move by themselves, but that state changes are typically caused by human manipulation (e.g., the opening of a book). This is not yet the case for machines. In part this is because…

计算机视觉与模式识别 · 计算机科学 2023-04-25 Zicong Fan , Omid Taheri , Dimitrios Tzionas , Muhammed Kocabas , Manuel Kaufmann , Michael J. Black , Otmar Hilliges

We model Human-Robot-Interaction (HRI) scenarios as linear dynamical systems and use Model Predictive Control (MPC) with mixed integer constraints to generate human-aware control policies. We motivate the approach by presenting two…

人机交互 · 计算机科学 2017-01-17 Steven Jens Jorgensen , Orion Campbell , Travis Llado , Donghyun Kim , Junhyeok Ahn , Luis Sentis

This work aims to tackle the intent recognition problem in Human-Robot Collaborative assembly scenarios. Precisely, we consider an interactive assembly of a wooden stool where the robot fetches the pieces in the correct order and the human…

Human body motions can be captured as a high-dimensional continuous signal using motion sensor technologies. The resulting data can be surprisingly rich in information, even when captured from persons with limited mobility. In this work, we…

To better interact with users, a social robot should understand the users' behavior, infer the intention, and respond appropriately. Machine learning is one way of implementing robot intelligence. It provides the ability to automatically…

机器人学 · 计算机科学 2022-11-01 Woo-Ri Ko , Minsu Jang , Jaeyeon Lee , Jaehong Kim

Human interaction involves very sophisticated non-verbal communication skills like understanding the goals and actions of others and coordinating our own actions accordingly. Neuroscience refers to this mechanism as motor resonance, in the…

机器人学 · 计算机科学 2019-05-13 Nuno Ferreira Duarte , Mirko Raković , José Santos-Victor

Human-robot collaborative assembly systems enhance the efficiency and productivity of the workplace but may increase the workers' cognitive demand. This paper proposes an online and quantitative framework to assess the cognitive workload…

机器人学 · 计算机科学 2022-07-11 Marta Lagomarsino , Marta Lorenzini , Pietro Balatti , Elena De Momi , Arash Ajoudani

The advent of industrial robotics and autonomous systems endow human-robot collaboration in a massive scale. However, current industrial robots are restrained in co-working with human in close proximity due to inability of interpreting…

机器人学 · 计算机科学 2023-04-24 Zhuangzhuang Dai , Jinha Park , Aleksandra Kaszowska , Chen Li

To enhance human-robot social interaction, it is essential for robots to process multiple social cues in a complex real-world environment. However, incongruency of input information across modalities is inevitable and could be challenging…

机器人学 · 计算机科学 2023-03-14 Di Fu , Fares Abawi , Hugo Carneiro , Matthias Kerzel , Ziwei Chen , Erik Strahl , Xun Liu , Stefan Wermter

In this paper, we propose the development of an interactive platform between humans and a dual-arm robotic system based on the Robot Operating System (ROS) and a multimodal artificial intelligence model. Our proposed platform consists of…

机器人学 · 计算机科学 2024-11-11 Thanh Nguyen Canh , Ba Phuong Nguyen , Hong Quan Tran , Xiem HoangVan

This paper considers a scenario where a robot and a human operator share the same workspace, and the robot is able to both carry out autonomous tasks and physically interact with the human in order to achieve common goals. In this context,…

机器人学 · 计算机科学 2021-06-15 Martina Lippi , Giuseppe Gillini , Alessandro Marino , Filippo Arrichiello

The CREATE database is composed of 14 hours of multimodal recordings from a mobile robotic platform based on the iRobot Create. The various sensors cover vision, audition, motors and proprioception. The dataset has been designed in the…

机器人学 · 计算机科学 2018-02-01 Simon Brodeur , Simon Carrier , Jean Rouat

Our interaction with the world is an inherently multimodal experience. However, the understanding of human-to-object interactions has historically been addressed focusing on a single modality. In particular, a limited number of works have…

计算机视觉与模式识别 · 计算机科学 2019-10-16 Alejandro Cartas , Jordi Luque , Petia Radeva , Carlos Segura , Mariella Dimiccoli

This article describes a dataset collected in a set of experiments that involves human participants and a robot. The set of experiments was conducted in the computing science robotics lab in Simon Fraser University, Burnaby, BC, Canada, and…

计算机视觉与模式识别 · 计算机科学 2020-10-29 Zhitian Zhang , Jimin Rhim , Taher Ahmadi , Kefan Yang , Angelica Lim , Mo Chen

Understanding social interactions from egocentric views is crucial for many applications, ranging from assistive robotics to AR/VR. Key to reasoning about interactions is to understand the body pose and motion of the interaction partner…

计算机视觉与模式识别 · 计算机科学 2022-08-17 Siwei Zhang , Qianli Ma , Yan Zhang , Zhiyin Qian , Taein Kwon , Marc Pollefeys , Federica Bogo , Siyu Tang

Recognition of intentions is a subconscious cognitive process vital to human communication. This skill enables anticipation and increases the quality of interactions between humans. Within the context of engagement, non-verbal signals are…

机器人学 · 计算机科学 2015-03-13 Dominique Vaufreydaz , Wafa Johal , Claudine Combe

Interactive object understanding, or what we can do to objects and how is a long-standing goal of computer vision. In this paper, we tackle this problem through observation of human hands in in-the-wild egocentric videos. We demonstrate…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Mohit Goyal , Sahil Modi , Rishabh Goyal , Saurabh Gupta