King Tobias, Knierim Michael, Lepold Philipp, Clarke Christopher, Gellersen Hans, Beigl Michael, Röddiger Tobias
Karlsruhe Institute of Technology, TECO/Pervasive Computing Systems, 76131, Karlsruhe, Germany.
Karlsruhe Institute of Technology, Institute of Information Systems and Marketing, 76131, Karlsruhe, Germany.
Sci Rep. 2025 Sep 12;15(1):32437. doi: 10.1038/s41598-025-16839-z.
Eye tracking technology is frequently utilized to diagnose eye and neurological disorders, assess sleep and fatigue, study human visual perception, and enable novel gaze-based interaction methods. However, traditional eye tracking methodologies are constrained by bespoke hardware that is often cumbersome to wear, complex to apply, and demands substantial computational resources. To overcome these limitations, we investigated the application of Electrooculography (EOG) eye tracking using 14 electrodes positioned around the ears, integrated into a custom-built headphone form factor device. In a controlled laboratory experiment, 16 participants tracked a series of on-screen stimuli designed to induce smooth pursuits and saccades. Data analysis identified the optimal electrode pairs for tracking vertical and horizontal eye movements, benchmarked against gold-standard EOG and camera-based eye tracking. The electrode montage closest to the eyes provided the best results for horizontal eye movements. One-dimensional smooth pursuit eye movements measured via earEOG exhibited a high correlation with the gold-standard for horizontal 1D pursuits spanning [Formula: see text] to [Formula: see text] visual angle for the best performing electrode pair ([Formula: see text]; [Formula: see text]). Vertical 1D smooth pursuits were only weakly correlated for the best performing pair ([Formula: see text]; [Formula: see text]). Voltage deflections of earEOG and gold-standard EOG for saccades from [Formula: see text] to [Formula: see text] in the four cardinal directions are highly correlated for horizontal eye movement ([Formula: see text]; [Formula: see text]) but not for vertical eye movements ([Formula: see text]; [Formula: see text]). A regression model was employed to predict absolute gaze angle changes of horizontal saccades using earEOG and gold-standard EOG. In the left and right directions, the earEOG model achieved a mean absolute angular error of [Formula: see text], for saccades ranging from [Formula: see text] to [Formula: see text]. In comparison, gold-standard EOG attained mean absolute angular error of [Formula: see text]. Overall, horizontal earEOG demonstrated strong performance, indicating its potential effectiveness in our setup. On the other hand, vertical earEOG showed significantly poorer results, suggesting that it may not be feasible with our current configuration.
眼动追踪技术经常被用于诊断眼部和神经疾病、评估睡眠和疲劳、研究人类视觉感知以及实现新型基于注视的交互方法。然而,传统的眼动追踪方法受到定制硬件的限制,这种硬件通常佩戴起来很笨重,应用复杂,并且需要大量的计算资源。为了克服这些限制,我们研究了使用14个环绕耳朵放置的电极进行眼电图(EOG)眼动追踪的应用,并将其集成到一个定制的耳机外形设备中。在一个受控的实验室实验中,16名参与者追踪了一系列旨在诱发平滑追踪和扫视的屏幕刺激。数据分析确定了用于追踪垂直和水平眼动的最佳电极对,并与金标准EOG和基于摄像头的眼动追踪进行了对比。最靠近眼睛的电极组合在水平眼动追踪中提供了最佳结果。通过耳部EOG测量的一维平滑追踪眼动与金标准在水平一维追踪中表现最佳的电极对([公式:见原文];[公式:见原文])跨越[公式:见原文]到[公式:见原文]视角的情况高度相关。垂直一维平滑追踪对于表现最佳的电极对([公式:见原文];[公式:见原文])仅呈现微弱的相关性。耳部EOG和金标准EOG在四个基本方向上从[公式:见原文]到[公式:见原文]的扫视的电压偏转在水平眼动方面高度相关([公式:见原文];[公式:见原文]),但在垂直眼动方面不相关([公式:见原文];[公式:见原文])。采用回归模型使用耳部EOG和金标准EOG预测水平扫视的绝对注视角度变化。在左右方向上,耳部EOG模型对于范围从[公式:见原文]到[公式:见原文]的扫视实现了平均绝对角度误差为[公式:见原文]。相比之下,金标准EOG达到了平均绝对角度误差为[公式:见原文]。总体而言,水平耳部EOG表现出强大的性能,表明其在我们的设置中的潜在有效性。另一方面,垂直耳部EOG显示出明显较差的结果,表明在我们当前的配置下可能不可行。