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Quantitative Evaluation of a Low-Cost Noninvasive Hybrid Interface Based on EEG and Eye Movement

机译:基于脑电图和眼动的低成本无创混合接口定量评估

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摘要

This paper describes a low-cost noninvasive brain-computer interface (BCI) hybridized with eye tracking. It also discusses its feasibility through a Fitts' law-based quantitative evaluation method. Noninvasive BCI has recently received a lot of attention. To bring the BCI applications into real life, user-friendly and easily portable devices need to be provided. In this work, as an approach to realize a real-world BCI, electroencephalograph (EEG)-based BCI combined with eye tracking is investigated. The two interfaces can be complementary to attain improved performance. Especially to consider public availability, a low-cost interface device is intentionally used for test. A low-cost commercial EEG recording device is integrated with an inexpensive custom-built eye tracker. The developed hybrid interface is evaluated through target pointing and selection experiments. Eye movement is interpreted as cursor movement and noninvasive BCI selects a cursor point with two selection confirmation schemes. Using Fitts' law, the proposed interface scheme is compared with other interface schemes such as mouse, eye tracking with dwell time, and eye tracking with keyboard. In addition, the proposed hybrid BCI system is discussed with respect to a practical interface scheme. Although further advancement is required, the proposed hybrid BCI system has the potential to be practically useful in a natural and intuitive manner.
机译:本文介绍了一种与眼动跟踪相混合的低成本无创性脑机接口(BCI)。它还通过基于Fitts法的定量评估方法来讨论其可行性。无创BCI最近受到了很多关注。为了使BCI应用程序进入现实生活,需要提供用户友好且易于携带的设备。在这项工作中,作为一种实现现实世界BCI的方法,研究了基于脑电图(EEG)的BCI与眼动追踪相结合的方法。这两个接口可以互补以提高性能。特别是考虑到公共可用性,有意使用低成本接口设备进行测试。低成本的商用EEG记录设备与便宜的定制眼动仪集成在一起。通过目标指向和选择实验评估开发的混合接口。眼动被解释为光标移动,无创BCI通过两种选择确认方案选择一个光标点。使用菲茨定律,将所提出的接口方案与其他接口方案进行比较,例如鼠标,具有停留时间的眼睛跟踪以及具有键盘的眼睛跟踪。另外,针对实际接口方案讨论了所提出的混合BCI系统。尽管需要进一步的发展,但是所提出的混合BCI系统具有以自然和直观的方式在实践中实用的潜力。

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