The influence of eye model parameter variations on simulated eye-tracking outcomes

IF 1.3 4区 心理学 Q3 OPHTHALMOLOGY
Joshua Fischer, David Van den Heever, None Johan van der Merwe
{"title":"The influence of eye model parameter variations on simulated eye-tracking outcomes","authors":"Joshua Fischer, David Van den Heever, None Johan van der Merwe","doi":"10.16910/jemr.16.3.1","DOIUrl":null,"url":null,"abstract":"The simulated data used in eye-tracking-related research has been largely generated using normative eye models with little consideration of how the variations in eye biometry found in the population may influence eye-tracking outcomes. This study investigated the influence that variations in eye model parameters have on the ability of simulated data to predict real-world eye-tracking outcomes. The real-world experiments performed by two pertinent comparative studies were replicated in a simulated environment using a high-complexity stochastic eye model that includes anatomically accurate distributions of eye biometry parameters. The outcomes showed that variations in anterior corneal asphericity significantly influence simulated eye-tracking outcomes of both interpolation and model-based gaze estimation algorithms. Other, more commonly varied parameters such as the corneal radius of curvature and foveal offset angle had little influence on simulated outcomes.","PeriodicalId":15813,"journal":{"name":"Journal of Eye Movement Research","volume":"77 1","pages":"0"},"PeriodicalIF":1.3000,"publicationDate":"2023-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Eye Movement Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.16910/jemr.16.3.1","RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

The simulated data used in eye-tracking-related research has been largely generated using normative eye models with little consideration of how the variations in eye biometry found in the population may influence eye-tracking outcomes. This study investigated the influence that variations in eye model parameters have on the ability of simulated data to predict real-world eye-tracking outcomes. The real-world experiments performed by two pertinent comparative studies were replicated in a simulated environment using a high-complexity stochastic eye model that includes anatomically accurate distributions of eye biometry parameters. The outcomes showed that variations in anterior corneal asphericity significantly influence simulated eye-tracking outcomes of both interpolation and model-based gaze estimation algorithms. Other, more commonly varied parameters such as the corneal radius of curvature and foveal offset angle had little influence on simulated outcomes.
眼模型参数变化对模拟眼动追踪结果的影响
眼动追踪相关研究中使用的模拟数据主要是使用规范的眼模型生成的,很少考虑人群中眼生物特征的变化如何影响眼动追踪结果。本研究探讨了眼模型参数的变化对模拟数据预测现实世界眼动追踪结果的影响。两项相关比较研究的真实世界实验在模拟环境中使用高复杂性随机眼睛模型进行复制,该模型包括眼睛生物计量参数的解剖精确分布。结果表明,前角膜非球形度的变化显著影响插值和基于模型的注视估计算法的模拟眼动追踪结果。另外,更常见的变化参数,如角膜曲率半径和中央凹偏移角对模拟结果影响不大。
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 求助全文
来源期刊
CiteScore
2.90
自引率
33.30%
发文量
10
审稿时长
10 weeks
期刊介绍: The Journal of Eye Movement Research is an open-access, peer-reviewed scientific periodical devoted to all aspects of oculomotor functioning including methodology of eye recording, neurophysiological and cognitive models, attention, reading, as well as applications in neurology, ergonomy, media research and other areas,
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信