Advanced Gaze Analytics Dashboard

Gavindya Jayawardena, Vikas Ashok, Sampath Jayarathna
{"title":"Advanced Gaze Analytics Dashboard","authors":"Gavindya Jayawardena, Vikas Ashok, Sampath Jayarathna","doi":"arxiv-2409.06628","DOIUrl":null,"url":null,"abstract":"Eye movements can provide informative cues to understand human visual\nscan/search behavior and cognitive load during varying tasks. Visualizations of\nreal-time gaze measures during tasks, provide an understanding of human\nbehavior as the experiment is being conducted. Even though existing eye\ntracking analysis tools provide calculation and visualization of eye-tracking\ndata, none of them support real-time visualizations of advanced gaze measures,\nsuch as ambient or focal processing, or eye-tracked measures of cognitive load.\nIn this paper, we present an eye movements analytics dashboard that enables\nvisualizations of various gaze measures, fixations, saccades, cognitive load,\nambient-focal attention, and gaze transitions analysis by extracting eye\nmovements from participants utilizing common off-the-shelf eye trackers. We\nvalidate the proposed eye movement visualizations by using two publicly\navailable eye-tracking datasets. We showcase that, the proposed dashboard could\nbe utilized to visualize advanced eye movement measures generated using\nmultiple data sources.","PeriodicalId":501541,"journal":{"name":"arXiv - CS - Human-Computer Interaction","volume":"60 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Human-Computer Interaction","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.06628","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Eye movements can provide informative cues to understand human visual scan/search behavior and cognitive load during varying tasks. Visualizations of real-time gaze measures during tasks, provide an understanding of human behavior as the experiment is being conducted. Even though existing eye tracking analysis tools provide calculation and visualization of eye-tracking data, none of them support real-time visualizations of advanced gaze measures, such as ambient or focal processing, or eye-tracked measures of cognitive load. In this paper, we present an eye movements analytics dashboard that enables visualizations of various gaze measures, fixations, saccades, cognitive load, ambient-focal attention, and gaze transitions analysis by extracting eye movements from participants utilizing common off-the-shelf eye trackers. We validate the proposed eye movement visualizations by using two publicly available eye-tracking datasets. We showcase that, the proposed dashboard could be utilized to visualize advanced eye movement measures generated using multiple data sources.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
高级凝视分析仪表板
眼球运动可以为了解人类视觉扫描/搜索行为和不同任务期间的认知负荷提供信息线索。对任务过程中的实时注视测量结果进行可视化,可以了解实验进行过程中的人类行为。尽管现有的眼动跟踪分析工具提供眼动跟踪数据的计算和可视化,但它们都不支持高级注视测量的实时可视化,如环境或焦点处理,或认知负荷的眼动跟踪测量。在本文中,我们介绍了一种眼动分析仪表板,它通过从使用普通现成眼动跟踪仪的参与者那里提取眼动数据,实现了各种注视测量、定点、眼球移动、认知负荷、环境焦点注意和注视转换分析的可视化。我们利用两个公开的眼动跟踪数据集对所提出的眼动可视化进行了验证。我们展示了所提出的仪表盘可用于可视化利用多种数据源生成的高级眼动测量结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Equimetrics -- Applying HAR principles to equestrian activities AI paintings vs. Human Paintings? Deciphering Public Interactions and Perceptions towards AI-Generated Paintings on TikTok From Data Stories to Dialogues: A Randomised Controlled Trial of Generative AI Agents and Data Storytelling in Enhancing Data Visualisation Comprehension Exploring Gaze Pattern in Autistic Children: Clustering, Visualization, and Prediction Revealing the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1