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Development of a High-speed Mental Spelling System Combining Eye Tracking and SSVEP-based BCI with High Scalability

机译:结合了眼动追踪和基于SSVEP的BCI且具有高度可扩展性的高速心理拼写系统

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Hybrid brain–computer interfaces (BCIs) have been proved to be more effective in mental control. In this study, a hybrid BCI speller system combining steady-state visual evoked potentials (SSVEPs) and eye tracking has been proposed. In this system, the eye tracker was used to detect eye gaze position for a 3x3 block selection, after that classification of the command was achieved through filter bank canonical correlation analysis (FBCCA) method. Results showed that the 40-classes hybrid speller system outperformed the SSVEP-only method, achieved a mean accuracy of 92.1% and a mean information transfer rate (ITR) of 180.8 bits/min during online experiments, and the scalability of the proposed system also has been tested with larger number of commands.
机译:混合脑机接口(BCI)已被证明在精神控制方面更有效。在这项研究中,提出了一种混合BCI拼写系统,该系统结合了稳态视觉诱发电位(SSVEP)和眼睛跟踪功能。在该系统中,使用眼动仪检测眼睛注视位置,以进行3x3块选择,然后通过滤波器组规范相关分析(FBCCA)方法实现命令分类。结果表明,40类混合拼写系统优于纯SSVEP方法,在线实验期间的平均准确度达到92.1%,平均信息传输率(ITR)为180.8位/分钟,并且该系统的可扩展性已通过大量命令进行了测试。

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