Graduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma 630-0192, Japan.
Department of Computer Science and Information Technology, School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne Campus, Melbourne, VIC 3086, Australia.
Sensors (Basel). 2023 Jul 25;23(15):6667. doi: 10.3390/s23156667.
Experiences of virtual reality (VR) can easily break if the method of evaluating subjective user states is intrusive. Behavioral measures are increasingly used to avoid this problem. One such measure is eye tracking, which recently became more standard in VR and is often used for content-dependent analyses. This research is an endeavor to utilize content-independent eye metrics, such as pupil size and blinks, for identifying mental load in VR users. We generated mental load independently from visuals through auditory stimuli. We also defined and measured a new eye metric, focus offset, which seeks to measure the phenomenon of "staring into the distance" without focusing on a specific surface. In the experiment, VR-experienced participants listened to two native and two foreign language stimuli inside a virtual phone booth. The results show that with increasing mental load, relative pupil size on average increased 0.512 SDs (0.118 mm), with 57% reduced variance. To a lesser extent, mental load led to fewer fixations, less voluntary gazing at distracting content, and a larger focus offset as if looking through surfaces (about 0.343 SDs, 5.10 cm). These results are in agreement with previous studies. Overall, we encourage further research on content-independent eye metrics, and we hope that hardware and algorithms will be developed in the future to further increase tracking stability.
虚拟现实(VR)体验很容易受到干扰,如果评估主观用户状态的方法具有侵入性。行为测量方法越来越多地被用来避免这个问题。其中一种方法是眼动追踪,它最近在 VR 中变得更加标准,并且经常用于依赖内容的分析。这项研究旨在利用不依赖于内容的眼动指标,如瞳孔大小和眨眼,来识别 VR 用户的心理负荷。我们通过听觉刺激从视觉上独立产生心理负荷。我们还定义和测量了一个新的眼动指标,即焦点偏移,旨在衡量“凝视远方”而不专注于特定表面的现象。在实验中,有 VR 体验的参与者在虚拟电话亭内听了两个母语和两个外语刺激。结果表明,随着心理负荷的增加,平均相对瞳孔大小增加了 0.512 个标准差(0.118 毫米),方差减少了 57%。在较小程度上,心理负荷导致注视次数减少,较少有意注视分散注意力的内容,以及更大的焦点偏移,就像透过表面看东西一样(约 0.343 个标准差,5.10 厘米)。这些结果与先前的研究一致。总的来说,我们鼓励对不依赖于内容的眼动指标进行进一步研究,我们希望未来能开发出硬件和算法,以进一步提高跟踪稳定性。