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一种低成本的眼球运动模拟器机器人,用于评估健康和疾病中的眼球追踪准确性。

A low-cost robotic oculomotor simulator for assessing eye tracking accuracy in health and disease.

机构信息

Smith-Kettlewell Eye Research Institute, 2318 Fillmore Street, San Francisco, CA, 94115, USA.

Harvard College, Cambridge, MA, USA.

出版信息

Behav Res Methods. 2024 Jan;56(1):80-92. doi: 10.3758/s13428-022-01938-w. Epub 2022 Aug 10.

Abstract

Eye tracking accuracy is affected in individuals with vision and oculomotor deficits, impeding our ability to answer important scientific and clinical questions about these disorders. It is difficult to disambiguate decreases in eye movement accuracy and changes in accuracy of the eye tracking itself. We propose the EyeRobot-a low-cost, robotic oculomotor simulator capable of emulating healthy and compromised eye movements to provide ground truth assessment of eye tracker performance, and how different aspects of oculomotor deficits might affect tracking accuracy and performance. The device can operate with eccentric optical axes or large deviations between the eyes, as well as simulate oculomotor pathologies, such as large fixational instabilities. We find that our design can provide accurate eye movements for both central and eccentric viewing conditions, which can be tracked by using a head-mounted eye tracker, Pupil Core. As proof of concept, we examine the effects of eccentric fixation on calibration accuracy and find that Pupil Core's existing eye tracking algorithm is robust to large fixation offsets. In addition, we demonstrate that the EyeRobot can simulate realistic eye movements like saccades and smooth pursuit that can be tracked using video-based eye tracking. These tests suggest that the EyeRobot, an easy to build and flexible tool, can aid with eye tracking validation and future algorithm development in healthy and compromised vision.

摘要

眼球追踪准确性会受到视力和眼球运动缺陷个体的影响,这阻碍了我们回答这些障碍的重要科学和临床问题的能力。很难区分眼球运动准确性的降低和眼球追踪本身准确性的变化。我们提出了 EyeRobot-一种低成本的机器人眼球运动模拟器,能够模拟健康和受损的眼球运动,为眼球追踪器性能提供真实评估,以及眼球运动缺陷的不同方面如何影响追踪准确性和性能。该设备可以在偏心光轴或眼睛之间存在较大偏差的情况下运行,还可以模拟眼球运动病理学,例如大的固视不稳定性。我们发现我们的设计可以为中央和偏心观察条件提供准确的眼球运动,这些运动可以使用头戴式眼球追踪器 Pupil Core 进行追踪。作为概念验证,我们检查了偏心固定对校准准确性的影响,发现 Pupil Core 现有的眼球追踪算法对大的固定偏移具有鲁棒性。此外,我们还证明了 EyeRobot 可以模拟现实的眼球运动,如扫视和平滑追踪,这些运动可以使用基于视频的眼球追踪进行追踪。这些测试表明,易于构建和灵活的 EyeRobot 工具可以帮助眼球追踪验证和未来健康和受损视力的算法开发。

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本文引用的文献

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Eye tracking: empirical foundations for a minimal reporting guideline.眼动追踪:最小报告规范的实证基础。
Behav Res Methods. 2023 Jan;55(1):364-416. doi: 10.3758/s13428-021-01762-8. Epub 2022 Apr 6.
3
Eye Movements in Macular Degeneration.黄斑变性的眼球运动。
Annu Rev Vis Sci. 2021 Sep 15;7:773-791. doi: 10.1146/annurev-vision-100119-125555. Epub 2021 May 26.
8
Variability of Ocular Deviation in Strabismus.斜视中眼位偏斜的变异性
JAMA Ophthalmol. 2016 Jan;134(1):63-9. doi: 10.1001/jamaophthalmol.2015.4486.

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