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注视过程中瞳孔大小的动态变化会影响基于视频的注视估计的准确性和精确性。

Pupil size dynamics during fixation impact the accuracy and precision of video-based gaze estimation.

作者信息

Choe Kyoung Whan, Blake Randolph, Lee Sang-Hun

机构信息

Department of Brain and Cognitive Sciences, Seoul National University, Seoul 151-742, Republic of Korea.

Department of Brain and Cognitive Sciences, Seoul National University, Seoul 151-742, Republic of Korea; Vanderbilt Vision Research Center and Department of Psychology, Vanderbilt University, Nashville, TN 37240, USA.

出版信息

Vision Res. 2016 Jan;118:48-59. doi: 10.1016/j.visres.2014.12.018. Epub 2015 Jan 9.

Abstract

Video-based eye tracking relies on locating pupil center to measure gaze positions. Although widely used, the technique is known to generate spurious gaze position shifts up to several degrees in visual angle because pupil centration can change without eye movement during pupil constriction or dilation. Since pupil size can fluctuate markedly from moment to moment, reflecting arousal state and cognitive processing during human behavioral and neuroimaging experiments, the pupil size artifact is prevalent and thus weakens the quality of the video-based eye tracking measurements reliant on small fixational eye movements. Moreover, the artifact may lead to erroneous conclusions if the spurious signal is taken as an actual eye movement. Here, we measured pupil size and gaze position from 23 human observers performing a fixation task and examined the relationship between these two measures. Results disclosed that the pupils contracted as fixation was prolonged, at both small (<16s) and large (∼4min) time scales, and these pupil contractions were accompanied by systematic errors in gaze position estimation, in both the ellipse and the centroid methods of pupil tracking. When pupil size was regressed out, the accuracy and reliability of gaze position measurements were substantially improved, enabling differentiation of 0.1° difference in eye position. We confirmed the presence of systematic changes in pupil size, again at both small and large scales, and its tight relationship with gaze position estimates when observers were engaged in a demanding visual discrimination task.

摘要

基于视频的眼动追踪依赖于定位瞳孔中心来测量注视位置。尽管该技术被广泛使用,但众所周知,由于在瞳孔收缩或扩张期间瞳孔中心定位可在无眼球运动的情况下发生变化,所以该技术会产生高达数度视角的虚假注视位置偏移。由于瞳孔大小可在瞬间显著波动,反映人类行为和神经成像实验期间的唤醒状态和认知加工,因此瞳孔大小伪差很普遍,从而削弱了依赖微小注视眼动的基于视频的眼动追踪测量的质量。此外,如果将虚假信号视为实际的眼球运动,该伪差可能会导致错误的结论。在此,我们测量了23名执行注视任务的人类观察者的瞳孔大小和注视位置,并研究了这两种测量之间的关系。结果显示,在小(<16秒)和大(约4分钟)时间尺度上,随着注视时间延长,瞳孔都会收缩,并且在瞳孔追踪的椭圆法和质心法中,这些瞳孔收缩都伴随着注视位置估计中的系统误差。当去除瞳孔大小时,注视位置测量的准确性和可靠性得到了显著提高,能够区分0.1°的眼位差异。我们再次证实在小尺度和大尺度上瞳孔大小都存在系统性变化,并且当观察者从事要求较高的视觉辨别任务时,瞳孔大小与注视位置估计密切相关。

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