The Influence of Visual Attention on The Performance of A Novel Tactile P300 Brain-Computer Interface with Cheeks-Stim Paradigm

脑-机接口 接口(物质) 计算机科学 感知 视觉感受 人机交互 认知心理学 人工智能 脑电图 心理学 神经科学 最大气泡压力法 气泡 并行计算
作者
Yong Mao,Jing Jin,Ruidong Xu,Shurui Li,Yangyang Miao,Andrzej Cichocki
出处
期刊:International Journal of Neural Systems [World Scientific]
卷期号:31 (04): 2150004-2150004 被引量:10
标识
DOI:10.1142/s0129065721500040
摘要

Tactile P300 brain-computer interface (BCI) generally has a worse accuracy and information transfer rate (ITR) than the visual-based BCI. It may be due to the fact that human beings have a relatively poor tactile perception. This study investigated the influence of visual attention on the performance of a tactile P300 BCI. We designed our paradigms based on a novel cheeks-stim paradigm which attached the stimulators on the subject’s cheeks. Two paradigms were designed as follows: a paradigm with no visual attention and another paradigm with visual attention to the target position. Eleven subjects were invited to perform the two paradigms. We also recorded and analyzed the eyeball movement data during the paradigm with visual attention to explore whether the eyeball movement would have an effect on the BCI classification. The average online accuracy was 89.09% for the paradigm with visual attention, which was significantly higher than that of the paradigm with no visual attention (70.45%). Significant difference in ITR was also found between the two paradigms ([Formula: see text]). The results demonstrated that visual attention was an effective method to improve the performance of tactile P300 BCI. Our findings suggested that it may be feasible to complete an efficient tactile BCI system by adding visual attention.
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