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Despite extensive efforts on egocentric video datasets and benchmarks, understanding users' internal states, which is crucial for enabling seamless AI assistant experiences, remains largely overlooked. In this work, we introduce…

We present a new dataset with annotated eye movements. The dataset consists of over 800,000 gaze points recorded during a car ride in the real world and in the simulator. In total, the eye movements of 19 subjects were annotated. In this…

Computer Vision and Pattern Recognition · Computer Science 2021-01-13 Wolfgang Fuhl , Enkelejda Kasneci

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

Detecting and interpreting operator actions, engagement, and object interactions in dynamic industrial workflows remains a significant challenge in human-robot collaboration research, especially within complex, real-world environments.…

Computer Vision and Pattern Recognition · Computer Science 2025-01-13 Naval Kishore Mehta , Arvind , Himanshu Kumar , Abeer Banerjee , Sumeet Saurav , Sanjay Singh

Research has shown the complementarity of camera- and inertial-based data for modeling human activities, yet datasets with both egocentric video and inertial-based sensor data remain scarce. In this paper, we introduce WEAR, an outdoor…

Computer Vision and Pattern Recognition · Computer Science 2024-10-16 Marius Bock , Hilde Kuehne , Kristof Van Laerhoven , Michael Moeller

The evolution of autonomous driving towards full automation demands robust interactive capabilities; however, the development of Vision-Language-Action (VLA) models is constrained by the sparsity of interactive scenarios and inadequate…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Haojie Feng , Peizhi Zhang , Mengjie Tian , Xinrui Zhang , Zhuoren Li , Junpeng Huang , Xiurong Wang , Junfan Zhu , Jianzhou Wang , Dongxiao Yin , Lu Xiong

The data set presented in this work, called ORION-AE, is made of raw AE data streams collected by three different AE sensors and a laser vibrometer during five campaigns of measurements by varying the tightening conditions of two bolted…

Applications · Statistics 2022-03-03 Emmanuel Ramasso , Benoit Verdin , Gael Chevallier

We present a new dataset and benchmark with the goal of advancing research in the intersection of brain activities and eye movements. Our dataset, EEGEyeNet, consists of simultaneous Electroencephalography (EEG) and Eye-tracking (ET)…

Signal Processing · Electrical Eng. & Systems 2021-11-11 Ard Kastrati , Martyna Beata Płomecka , Damián Pascual , Lukas Wolf , Victor Gillioz , Roger Wattenhofer , Nicolas Langer

Socially Interactive Agents (SIAs) are physical or virtual embodied agents that display similar behavior as human multimodal behavior. Modeling SIAs' non-verbal behavior, such as speech and facial gestures, has always been a challenging…

Human-Computer Interaction · Computer Science 2023-05-22 Jieyeon Woo , Mireille Fares , Catherine Pelachaud , Catherine Achard

Large-scale multimodal models achieve strong results on tasks like Visual Question Answering (VQA), but they are often limited when queries require cultural and visual information, everyday knowledge, particularly in low-resource and…

Human children far exceed modern machine learning algorithms in their sample efficiency, achieving high performance in key domains with much less data than current models. This ''data gap'' is a key challenge both for building intelligent…

Dream2Image is the world's first dataset combining EEG signals, dream transcriptions, and AI-generated images. Based on 38 participants and more than 31 hours of dream EEG recordings, it contains 129 samples offering: the final seconds of…

Neurons and Cognition · Quantitative Biology 2025-10-09 Yann Bellec

Eye gaze is considered an important indicator for understanding and predicting user behaviour, as well as directing their attention across various domains including advertisement design, human-computer interaction and film viewing. In this…

Software Engineering · Computer Science 2024-11-21 Karolina Trajkovska , Matjaž Kljun , Klen Čopič Pucihar

With the rapid growth in sensor data, effectively interpreting and interfacing with these data in a human-understandable way has become crucial. While existing research primarily focuses on learning classification models, fewer studies have…

Computation and Language · Computer Science 2025-03-04 Benjamin Reichman , Xiaofan Yu , Lanxiang Hu , Jack Truxal , Atishay Jain , Rushil Chandrupatla , Tajana Šimunić Rosing , Larry Heck

In this paper, we introduce EyeEcho, a minimally-obtrusive acoustic sensing system designed to enable glasses to continuously monitor facial expressions. It utilizes two pairs of speakers and microphones mounted on glasses, to emit encoded…

Human-Computer Interaction · Computer Science 2024-02-27 Ke Li , Ruidong Zhang , Siyuan Chen , Boao Chen , Mose Sakashita , François Guimbretière , Cheng Zhang

A smart home energy dataset that records miscellaneous energy consumption data is publicly offered. The proposed energy activity dataset (EAD) has a high data type diversity in contrast to existing load monitoring datasets. In EAD, a simple…

Signal Processing · Electrical Eng. & Systems 2022-10-26 Chen Li

Large-scale public datasets have been shown to benefit research in multiple areas of modern artificial intelligence. For decision-making research that requires human data, high-quality datasets serve as important benchmarks to facilitate…

Datasets are foundational to many breakthroughs in modern artificial intelligence. Many recent achievements in the space of natural language processing (NLP) can be attributed to the finetuning of pre-trained models on a diverse set of…

Multi-view egocentric dynamic scene reconstruction holds significant research value for applications in holographic documentation of social interactions. However, existing reconstruction datasets focus on static multi-view or…

Computer Vision and Pattern Recognition · Computer Science 2025-12-15 Bate Li , Houqiang Zhong , Zhengxue Cheng , Qiang Hu , Qiang Wang , Li Song , Wenjun Zhang

We present WEARDA, the open source WEARable sensor Data Acquisition software package. WEARDA facilitates the acquisition of human activity data with smartwatches and is primarily aimed at researchers who require transparency, full control,…

Human-Computer Interaction · Computer Science 2023-10-31 Richard M. K. van Dijk , Daniela Gawehns , Matthijs van Leeuwen