Back to Search Start Over

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

Authors :
Mao, Ying
Jin, Jing
Xu, Ren
Li, Shurui
Miao, Yangyang
Cichocki, Andrzej
Source :
International Journal of Neural Systems. Apr2021, Vol. 31 Issue 4, pN.PAG-N.PAG. 18p.
Publication Year :
2021

Abstract

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 (p < 0. 0 5). 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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01290657
Volume :
31
Issue :
4
Database :
Academic Search Index
Journal :
International Journal of Neural Systems
Publication Type :
Academic Journal
Accession number :
149451975
Full Text :
https://doi.org/10.1142/S0129065721500040