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Listen You are Writing! Speeding up Online Spelling with a Dynamic Auditory BCI

机译:听着你在写!使用动态听觉BCI加快在线拼写

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摘要

Representing an intuitive spelling interface for brain–computer interfaces (BCI) in the auditory domain is not straight-forward. In consequence, all existing approaches based on event-related potentials (ERP) rely at least partially on a visual representation of the interface. This online study introduces an auditory spelling interface that eliminates the necessity for such a visualization. In up to two sessions, a group of healthy subjects (N = 21) was asked to use a text entry application, utilizing the spatial cues of the AMUSE paradigm (Auditory Multi-class Spatial ERP). The speller relies on the auditory sense both for stimulation and the core feedback. Without prior BCI experience, 76% of the participants were able to write a full sentence during the first session. By exploiting the advantages of a newly introduced dynamic stopping method, a maximum writing speed of 1.41 char/min (7.55 bits/min) could be reached during the second session (average: 0.94 char/min, 5.26 bits/min). For the first time, the presented work shows that an auditory BCI can reach performances similar to state-of-the-art visual BCIs based on covert attention. These results represent an important step toward a purely auditory BCI.
机译:在听觉域中为脑机接口(BCI)表示直观的拼写界面并不简单。结果,所有基于事件相关电位(ERP)的现有方法至少部分依赖于界面的视觉表示。这项在线研究引入了听觉拼写界面,消除了这种可视化的必要性。在最多两节课中,要求一组健康受试者(N = 21)使用文本输入应用程序,并利用AMUSE范式(听觉多类空间ERP)的空间线索。拼写者依赖于听觉来进行刺激和核心反馈。没有事先的BCI经验,有76%的参与者能够在第一节课中写下完整的句子。通过利用新引入的动态停止方法的优点,在第二个会话期间可以达到1.41 ofchar / min(7.55minbits / min)的最大写入速度(平均:0.94 char / min,5.26 bits / min)。首次展示的工作表明,基于隐蔽注意力,听觉BCI可以达到与最新视觉BCI相似的性能。这些结果代表了迈向纯听觉BCI的重要一步。

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