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As AI-enabled robots enter the realm of healthcare and caregiving, it is important to consider how they will address the dimensions of care and how they will interact not just with the direct receivers of assistance, but also with those who…

Robotics · Computer Science 2022-06-03 Fran Soljacic , Meia Chita-Tegmark , Theresa Law , Matthias Scheutz

Robotic manipulation remains a core challenge in robotics, particularly for contact-rich tasks such as industrial assembly and disassembly. Existing datasets have significantly advanced learning in manipulation but are primarily focused on…

The advancements in embodied AI are increasingly enabling robots to tackle complex real-world tasks, such as household manipulation. However, the deployment of robots in these environments remains constrained by the lack of comprehensive…

Robotics · Computer Science 2024-06-07 Tianle Zhang , Dongjiang Li , Yihang Li , Zecui Zeng , Lin Zhao , Lei Sun , Yue Chen , Xuelong Wei , Yibing Zhan , Lusong Li , Xiaodong He

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 increasing labor shortage and aging population underline the need for assistive robots to support human care recipients. To enable safe and responsive assistance, robots require accurate human motion prediction in physical interaction…

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

The incorporation of neuroimaging techniques such as electroenchephalography (EEG) and functional near-infrared spectroscopy (fNIRS) has provided new opportunities for the analysis of dynamic brain processes involved in cognitive and motor…

Neurons and Cognition · Quantitative Biology 2026-03-25 Zaineb Ajra , Grégoire Vergotte , Stéphane Perrey , Lilian Evra , Simon Pla , Gérard Dray , Jacky Montmain , Binbin Xu

This article describes GAZELOAD, a multimodal dataset for mental workload estimation in industrial human-robot collaboration. The data were collected in a laboratory assembly testbed where 26 participants interacted with two collaborative…

Robotics · Computer Science 2026-01-30 Bsher Karbouj , Baha Eddin Gaaloul , Jorg Kruger

The creation of large, diverse, high-quality robot manipulation datasets is an important stepping stone on the path toward more capable and robust robotic manipulation policies. However, creating such datasets is challenging: collecting…

Robotics · Computer Science 2025-04-23 Alexander Khazatsky , Karl Pertsch , Suraj Nair , Ashwin Balakrishna , Sudeep Dasari , Siddharth Karamcheti , Soroush Nasiriany , Mohan Kumar Srirama , Lawrence Yunliang Chen , Kirsty Ellis , Peter David Fagan , Joey Hejna , Masha Itkina , Marion Lepert , Yecheng Jason Ma , Patrick Tree Miller , Jimmy Wu , Suneel Belkhale , Shivin Dass , Huy Ha , Arhan Jain , Abraham Lee , Youngwoon Lee , Marius Memmel , Sungjae Park , Ilija Radosavovic , Kaiyuan Wang , Albert Zhan , Kevin Black , Cheng Chi , Kyle Beltran Hatch , Shan Lin , Jingpei Lu , Jean Mercat , Abdul Rehman , Pannag R Sanketi , Archit Sharma , Cody Simpson , Quan Vuong , Homer Rich Walke , Blake Wulfe , Ted Xiao , Jonathan Heewon Yang , Arefeh Yavary , Tony Z. Zhao , Christopher Agia , Rohan Baijal , Mateo Guaman Castro , Daphne Chen , Qiuyu Chen , Trinity Chung , Jaimyn Drake , Ethan Paul Foster , Jensen Gao , Vitor Guizilini , David Antonio Herrera , Minho Heo , Kyle Hsu , Jiaheng Hu , Muhammad Zubair Irshad , Donovon Jackson , Charlotte Le , Yunshuang Li , Kevin Lin , Roy Lin , Zehan Ma , Abhiram Maddukuri , Suvir Mirchandani , Daniel Morton , Tony Nguyen , Abigail O'Neill , Rosario Scalise , Derick Seale , Victor Son , Stephen Tian , Emi Tran , Andrew E. Wang , Yilin Wu , Annie Xie , Jingyun Yang , Patrick Yin , Yunchu Zhang , Osbert Bastani , Glen Berseth , Jeannette Bohg , Ken Goldberg , Abhinav Gupta , Abhishek Gupta , Dinesh Jayaraman , Joseph J Lim , Jitendra Malik , Roberto Martín-Martín , Subramanian Ramamoorthy , Dorsa Sadigh , Shuran Song , Jiajun Wu , Michael C. Yip , Yuke Zhu , Thomas Kollar , Sergey Levine , Chelsea Finn

We introduce IndEgo, a multimodal egocentric and exocentric dataset addressing common industrial tasks, including assembly/disassembly, logistics and organisation, inspection and repair, woodworking, and others. The dataset contains 3,460…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Vivek Chavan , Yasmina Imgrund , Tung Dao , Sanwantri Bai , Bosong Wang , Ze Lu , Oliver Heimann , Jörg Krüger

The global increase in the elderly population necessitates innovative long-term care solutions to improve the quality of life for vulnerable individuals while reducing caregiver burdens. Assistive robots, leveraging advancements in Machine…

Robotics · Computer Science 2024-05-24 Fernando E. Casado

Cutting-edge robot learning techniques including foundation models and imitation learning from humans all pose huge demands on large-scale and high-quality datasets which constitute one of the bottleneck in the general intelligent robot…

Robotics · Computer Science 2026-04-27 Shuo Jiang , Haonan Li , Ruochen Ren , Yanmin Zhou , Zhipeng Wang , Bin He

Large-scale real-world robot data collection is a prerequisite for bringing robots into everyday deployment. However, existing pipelines often rely on specialized handheld devices to bridge the embodiment gap, which not only increases…

Robotics · Computer Science 2026-04-10 Yanwen Zou , Chenyang Shi , Wenye Yu , Han Xue , Jun Lv , Ye Pan , Chuan Wen , Cewu Lu

With the emergence of collaborative robots (cobots), human-robot collaboration in industrial manufacturing is coming into focus. For a cobot to act autonomously and as an assistant, it must understand human actions during assembly. To…

Robotics · Computer Science 2023-04-18 Dustin Aganian , Benedict Stephan , Markus Eisenbach , Corinna Stretz , Horst-Michael Gross

Building robots that can automate labor-intensive tasks has long been the core motivation behind the advancements in computer vision and the robotics community. Recent interest in leveraging 3D algorithms, particularly neural fields, has…

Computer Vision and Pattern Recognition · Computer Science 2023-12-13 Litian Liang , Liuyu Bian , Caiwei Xiao , Jialin Zhang , Linghao Chen , Isabella Liu , Fanbo Xiang , Zhiao Huang , Hao Su

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

Children's emotional development fundamentally relies on secure attachment relationships, yet current AI companions lack the theoretical foundation to provide developmentally appropriate emotional support. We introduce DinoCompanion, the…

Artificial Intelligence · Computer Science 2025-06-17 Boyang Wang , Yuhao Song , Jinyuan Cao , Peng Yu , Hongcheng Guo , Zhoujun Li

Robots that succeed in factories stumble to complete the simplest daily task humans take for granted, for the change of environment makes the task exceedingly difficult. Aiming to teach robot perform daily interactive manipulation in a…

Robotics · Computer Science 2018-07-04 Yongqiang Huang , Yu Sun

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