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Annotating long-horizon robotic demonstrations with precise temporal action boundaries is crucial for training and evaluating action segmentation and manipulation policy learning methods. Existing annotation tools, however, are often…

Robotics · Computer Science 2026-04-30 Sergej Stanovcic , Daniel Sliwowski , Dongheui Lee

By 2050, the global demand for assistive care is expected to reach 3.5 billion people, far outpacing the availability of human caregivers. Existing robotic solutions remain expensive and require technical expertise, limiting accessibility.…

Robotics · Computer Science 2025-10-28 Dharunish Yugeswardeenoo

We present a dataset with models of 14 articulated objects commonly found in human environments and with RGB-D video sequences and wrenches recorded of human interactions with them. The 358 interaction sequences total 67 minutes of human…

Robotics · Computer Science 2018-06-19 Roberto Martín-Martín , Clemens Eppner , Oliver Brock

Bimanual human activities inherently involve coordinated movements of both hands and body. However, the impact of this coordination in activity understanding has not been systematically evaluated due to the lack of suitable datasets. Such…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Tatsuro Banno , Takehiko Ohkawa , Ruicong Liu , Ryosuke Furuta , Yoichi Sato

Assistants on assembly tasks show great potential to benefit humans ranging from helping with everyday tasks to interacting in industrial settings. However, evaluation resources in assembly activities are underexplored. To foster system…

Computation and Language · Computer Science 2026-04-08 Kimihiro Hasegawa , Wiradee Imrattanatrai , Masaki Asada , Susan Holm , Yuran Wang , Vincent Zhou , Ken Fukuda , Teruko Mitamura

The featured dataset, the Event-based Dataset of Assembly Tasks (EDAT24), showcases a selection of manufacturing primitive tasks (idle, pick, place, and screw), which are basic actions performed by human operators in any manufacturing…

Computer Vision and Pattern Recognition · Computer Science 2024-05-24 Laura Duarte , Pedro Neto

We introduce a robotic assembly system that streamlines the design-to-make workflow for going from a CAD model of a product assembly to a fully programmed and adaptive assembly process. Our system captures (in the CAD tool) the intent of…

Robotics · Computer Science 2022-08-04 Yotto Koga , Heather Kerrick , Sachin Chitta

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…

Robotics · Computer Science 2023-04-24 Zhuangzhuang Dai , Jinha Park , Aleksandra Kaszowska , Chen Li

Smart factories use advanced technologies to optimize production and increase efficiency. To this end, the recognition of worker activity allows for accurate quantification of performance metrics, improving efficiency holistically while…

Computer Vision and Pattern Recognition · Computer Science 2026-03-04 Hymalai Bello , Lala Ray , Joanna Sorysz , Sungho Suh , Paul Lukowicz

We present Human Motions with Objects (HUMOTO), a high-fidelity dataset of human-object interactions for motion generation, computer vision, and robotics applications. Featuring 735 sequences (7,875 seconds at 30 fps), HUMOTO captures…

Computer Vision and Pattern Recognition · Computer Science 2025-10-16 Jiaxin Lu , Chun-Hao Paul Huang , Uttaran Bhattacharya , Qixing Huang , Yi Zhou

This paper proposes a robot assembly planning method by automatically reading the graphical instruction manuals design for humans. Essentially, the method generates an Assembly Task Sequence Graph (ATSG) by recognizing a graphical…

Understanding behavior requires datasets that capture humans while carrying out complex tasks. The kitchen is an excellent environment for assessing human motor and cognitive function, as many complex actions are naturally exhibited in…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Andy Bonnetto , Haozhe Qi , Franklin Leong , Matea Tashkovska , Mahdi Rad , Solaiman Shokur , Friedhelm Hummel , Silvestro Micera , Marc Pollefeys , Alexander Mathis

Accurate human activity and trajectory prediction are crucial for ensuring safe and reliable human-robot interactions in dynamic environments, such as industrial settings, with mobile robots. Datasets with fine-grained action labels for…

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…

Robotics · Computer Science 2022-07-11 Marta Lagomarsino , Marta Lorenzini , Pietro Balatti , Elena De Momi , Arash Ajoudani

Linking human motion and natural language is of great interest for the generation of semantic representations of human activities as well as for the generation of robot activities based on natural language input. However, while there have…

Robotics · Computer Science 2018-08-10 Matthias Plappert , Christian Mandery , Tamim Asfour

Building an interactive AI assistant that can perceive, reason, and collaborate with humans in the real world has been a long-standing pursuit in the AI community. This work is part of a broader research effort to develop intelligent agents…

Computer Vision and Pattern Recognition · Computer Science 2023-10-02 Xin Wang , Taein Kwon , Mahdi Rad , Bowen Pan , Ishani Chakraborty , Sean Andrist , Dan Bohus , Ashley Feniello , Bugra Tekin , Felipe Vieira Frujeri , Neel Joshi , Marc Pollefeys

Social anxiety is a prevalent condition that affects interpersonal interactions and social functioning. Recent advances in artificial intelligence and social robotics offer new opportunities to examine social anxiety in the human-robot…

Robotics · Computer Science 2025-11-18 Vesna Poprcova , Iulia Lefter , Matthias Wieser , Martijn Warnier , Frances Brazier

Unlike human daily activities, existing publicly available sensor datasets for work activity recognition in industrial domains are limited by difficulties in collecting realistic data as close collaboration with industrial sites is…

Computer Vision and Pattern Recognition · Computer Science 2024-04-23 Naoya Yoshimura , Jaime Morales , Takuya Maekawa , Takahiro Hara

In recent years, we have seen an emergence of data-driven approaches in robotics. However, most existing efforts and datasets are either in simulation or focus on a single task in isolation such as grasping, pushing or poking. In order to…

Robotics · Computer Science 2018-10-17 Pratyusha Sharma , Lekha Mohan , Lerrel Pinto , Abhinav Gupta

The 5.0 industry promotes collaborative robots (cobots). This research studies the impacts of cobot collaboration using an experimental setup. 120 participants realized a simple and a complex assembly task. 50% collaborated with another…

Artificial Intelligence · Computer Science 2024-05-29 Étienne Fournier , Christine Jeoffrion , Belal Hmedan , Damien Pellier , Humbert Fiorino , Aurélie Landry