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In this paper, we introduce a new dataset for student engagement detection and localization. Digital revolution has transformed the traditional teaching procedure and a result analysis of the student engagement in an e-learning environment…

计算机视觉与模式识别 · 计算机科学 2018-06-28 Amanjot Kaur , Aamir Mustafa , Love Mehta , Abhinav Dhall

Engagement in virtual learning is essential for participant satisfaction, performance, and adherence, particularly in online education and virtual rehabilitation, where interactive communication plays a key role. Yet, accurately measuring…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Ali Abedi , Sadaf Safa , Tracey J. F. Colella , Shehroz S. Khan

In this paper, a novel dataset is introduced, designed to assess student attention within in-person classroom settings. This dataset encompasses RGB camera data, featuring multiple cameras per student to capture both posture and facial…

We collected a new dataset that includes approximately eight hours of audiovisual recordings of a group of students and their self-evaluation scores for classroom engagement. The dataset and data analysis scripts are available on our…

人机交互 · 计算机科学 2023-04-19 Alpay Sabuncuoglu , T. Metin Sezgin

With the increase of distance learning, in general, and e-learning, in particular, having a system capable of determining the engagement of students is of primordial importance, and one of the biggest challenges, both for teachers,…

Engagement in Human-Machine Interaction is the process by which entities participating in the interaction establish, maintain, and end their perceived connection. It is essential to monitor the engagement state of patients in various…

人机交互 · 计算机科学 2023-03-03 Hanan Salam

We introduce DAiSEE, the first multi-label video classification dataset comprising of 9068 video snippets captured from 112 users for recognizing the user affective states of boredom, confusion, engagement, and frustration in the wild. The…

计算机视觉与模式识别 · 计算机科学 2022-07-08 Abhay Gupta , Arjun D'Cunha , Kamal Awasthi , Vineeth Balasubramanian

Engagement, which links to attentional, emotional, and cognitive dimensions, plays an important role in learning. In online and video-based learning environments, learners often need to regulate their own interactions with instructional…

人机交互 · 计算机科学 2026-05-05 Zikang Leng , Edan Eyal , Yingtian Shi , Jiaman He , Yaqi Liu , Thomas Plötz

Over the last decades, the Internet and mobile technology have consolidated the digital as a public sphere of life. Designers are asked to create engaging digital experiences. However, in some cases engagement is seen as a psychological…

计算机与社会 · 计算机科学 2017-11-02 Marc Miquel-Ribe

Visual attention is highly fragmented during mobile interactions, but the erratic nature of attention shifts currently limits attentive user interfaces to adapting after the fact, i.e. after shifts have already happened. We instead study…

人机交互 · 计算机科学 2018-07-26 Julian Steil , Philipp Müller , Yusuke Sugano , Andreas Bulling

An integral part of seamless human-human communication is engagement, the process by which two or more participants establish, maintain, and end their perceived connection. Therefore, to develop successful human-centered human-machine…

人机交互 · 计算机科学 2022-10-03 Hanan Salam , Oya Celiktutan , Hatice Gunes , Mohamed Chetouani

Considering learner engagement has a mutual benefit for both learners and instructors. Instructors can help learners increase their attention, involvement, motivation, and interest. On the other hand, instructors can improve their…

计算机视觉与模式识别 · 计算机科学 2024-05-08 Somayeh Malekshahi , Javad M. Kheyridoost , Omid Fatemi

Progress in embodied intelligence increasingly depends on scalable data infrastructure. While vision and language have scaled with internet corpora, learning physical interaction remains constrained by the lack of large, diverse, and richly…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Yufan Deng , Daquan Zhou

In a wearable camera video, we see what the camera wearer sees. While this makes it easy to know roughly what he chose to look at, it does not immediately reveal when he was engaged with the environment. Specifically, at what moments did…

计算机视觉与模式识别 · 计算机科学 2016-04-05 Yu-Chuan Su , Kristen Grauman

The primary objective of the dataset is to provide a better understanding of the coupling between human actions and gaze in a shared working environment with a cobot, with the aim of signifcantly enhancing the effciency and safety of…

机器人学 · 计算机科学 2025-03-17 Maxence Grand , Damien Pellier , Francis Jambon

Physical agents that can autonomously generate engaging, life-like behaviour will lead to more responsive and interesting robots and other autonomous systems. Although many advances have been made for one-to-one interactions in well…

人机交互 · 计算机科学 2020-06-25 Lingheng Meng , Daiwei Lin , Adam Francey , Rob Gorbet , Philip Beesley , Dana Kulić

Continuously measuring the engagement of users with a robot in a Human-Robot Interaction (HRI) setting paves the way towards in-situ reinforcement learning, improve metrics of interaction quality, and can guide interaction design and…

机器人学 · 计算机科学 2021-05-18 Francesco Del Duchetto , Paul Baxter , Marc Hanheide

This work explores how population-based engagement prediction can address cold-start at scale in large learning resource collections. The paper introduces i) VLE, a novel dataset that consists of content and video based features extracted…

计算机与社会 · 计算机科学 2022-07-05 Sahan Bulathwela , Meghana Verma , Maria Perez-Ortiz , Emine Yilmaz , John Shawe-Taylor

Appearance-based gaze estimation systems have shown great progress recently, yet the performance of these techniques depend on the datasets used for training. Most of the existing gaze estimation datasets setup in interactive settings were…

计算机视觉与模式识别 · 计算机科学 2023-02-15 Murthy L. R. D. , Abhishek Mukhopadhyay , Shambhavi Aggarwal , Ketan Anand , Pradipta Biswas

Task engagement is defined as loadings on energetic arousal (affect), task motivation, and concentration (cognition). It is usually challenging and expensive to label cognitive state data, and traditional computational models trained with…

计算机视觉与模式识别 · 计算机科学 2016-10-24 Feng Li , Guangfan Zhang , Wei Wang , Roger Xu , Tom Schnell , Jonathan Wen , Frederic McKenzie , Jiang Li
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