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眼模型参数变化对模拟眼动追踪结果的影响。

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

作者信息

Fischer Joshua, van der Merwe Johan, Vandenheever David

机构信息

Stellenbosch University, South Africa.

Mississippi State University, USA.

出版信息

J Eye Mov Res. 2023 Oct 16;11(4). doi: 10.16910/jemr.16.3.1. eCollection 2023.

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 highcomplexity 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.

摘要

眼动追踪相关研究中使用的模拟数据,很大程度上是通过规范的眼睛模型生成的,几乎没有考虑到人群中眼睛生物特征的变化如何影响眼动追踪结果。本研究调查了眼睛模型参数的变化对模拟数据预测实际眼动追踪结果能力的影响。使用包含眼睛生物特征参数解剖学精确分布的高复杂性随机眼睛模型,在模拟环境中复制了两项相关比较研究进行的实际实验。结果表明,前角膜非球面性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。其他更常见的变化参数,如角膜曲率半径和中央凹偏移角度,对模拟结果影响很小。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/970b/10730094/5fd5c81e0903/jemr-16-03-a-figure-01.jpg

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