4.5 Article

Performance Analysis With Different Types of Visual Stimuli in a BCI-Based Speller Under an RSVP Paradigm

Journal

FRONTIERS IN COMPUTATIONAL NEUROSCIENCE
Volume 14, Issue -, Pages -

Publisher

FRONTIERS MEDIA SA
DOI: 10.3389/fncom.2020.587702

Keywords

brain computer-interface (BCI); rapid serial visual presentation (RSVP); electroencephalography (EEG); P300; N170; famous faces; neutral pictures

Funding

  1. project SICCAU (MCIU/AEI/FEDER, UE) [RTI2018-100912-B-I00]
  2. University of Malaga (Universidad de Malaga)
  3. Bordeaux INP

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The study found that in RSVP-based spellers, the stimuli of famous faces (FF) and neutral pictures (NP) can improve performance in calibration and online phases, and participants tend to prefer FF and NP as communication stimuli.
Brain-Computer Interface (BCI) systems enable an alternative communication channel for severely-motor disabled patients to interact with their environment using no muscular movements. In recent years, the importance of research into non-gaze dependent brain-computer interface paradigms has been increasing, in contrast to the most frequently studied BCI-based speller paradigm (i.e., row-column presentation, RCP). Several visual modifications that have already been validated under the RCP paradigm for communication purposes have not been validated under the most extended non-gaze dependent rapid serial visual presentation (RSVP) paradigm. Thus, in the present study, three different sets of stimuli were assessed under RSVP, with the following communication features: white letters (WL), famous faces (FF), neutral pictures (NP). Eleven healthy subjects participated in this experiment, in which the subjects had to go through a calibration phase, an online phase and, finally, a subjective questionnaire completion phase. The results showed that the FF and NP stimuli promoted better performance in the calibration and online phases, being slightly better in the FF paradigm. Regarding the subjective questionnaires, again both FF and NP were preferred by the participants in contrast to the WL stimuli, but this time the NP stimuli scored slightly higher. These findings suggest that the use of FF and NP for RSVP-based spellers could be beneficial to increase information transfer rate in comparison to the most frequently used letter-based stimuli and could represent a promising communication system for individuals with altered ocular-motor function.

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