Motion-Based Rapid Serial Visual Presentation for Gaze-Independent Brain-Computer Interfaces
- PMID: 28809703
- DOI: 10.1109/TNSRE.2017.2736600
Motion-Based Rapid Serial Visual Presentation for Gaze-Independent Brain-Computer Interfaces
Abstract
Most event-related potential (ERP)-based brain-computer interface (BCI) spellers primarily use matrix layouts and generally require moderate eye movement for successful operation. The fundamental objective of this paper is to enhance the perceptibility of target characters by introducing motion stimuli to classical rapid serial visual presentation (RSVP) spellers that do not require any eye movement, thereby applying them to paralyzed patients with oculomotor dysfunctions. To test the feasibility of the proposed motion-based RSVP paradigm, we implemented three RSVP spellers: 1) fixed-direction motion (FM-RSVP); 2) random-direction motion (RM-RSVP); and 3) (the conventional) non-motion stimulation (NM-RSVP), and evaluated the effect of the three different stimulation methods on spelling performance. The two motion-based stimulation methods, FM- and RM-RSVP, showed shorter P300 latency and higher P300 amplitudes (i.e., 360.4-379.6 ms; 5.5867- ) than the NM-RSVP (i.e., 480.4 ms; ). This led to higher and more stable performances for FM- and RM-RSVP spellers than NM-RSVP speller (i.e., 79.06±6.45% for NM-RSVP, 90.60±2.98% for RM-RSVP, and 92.74±2.55% for FM-RSVP). In particular, the proposed motion-based RSVP paradigm was significantly beneficial for about half of the subjects who might not accurately perceive rapidly presented static stimuli. These results indicate that the use of proposed motion-based RSVP paradigm is more beneficial for target recognition when developing BCI applications for severely paralyzed patients with complex ocular dysfunctions.
Similar articles
-
A novel hybrid BCI speller based on RSVP and SSVEP paradigm.Comput Methods Programs Biomed. 2020 Apr;187:105326. doi: 10.1016/j.cmpb.2020.105326. Epub 2020 Jan 22. Comput Methods Programs Biomed. 2020. PMID: 31980276
-
A novel dual and triple shifted RSVP paradigm for P300 speller.J Neurosci Methods. 2019 Dec 1;328:108420. doi: 10.1016/j.jneumeth.2019.108420. Epub 2019 Aug 31. J Neurosci Methods. 2019. PMID: 31479645
-
Gaze-independent BCI-spelling using rapid serial visual presentation (RSVP).Clin Neurophysiol. 2013 May;124(5):901-8. doi: 10.1016/j.clinph.2012.12.050. Epub 2013 Mar 7. Clin Neurophysiol. 2013. PMID: 23466266
-
A review of rapid serial visual presentation-based brain-computer interfaces.J Neural Eng. 2018 Apr;15(2):021001. doi: 10.1088/1741-2552/aa9817. J Neural Eng. 2018. PMID: 29099388 Review.
-
Advances in P300 brain-computer interface spellers: toward paradigm design and performance evaluation.Front Hum Neurosci. 2022 Dec 21;16:1077717. doi: 10.3389/fnhum.2022.1077717. eCollection 2022. Front Hum Neurosci. 2022. PMID: 36618996 Free PMC article. Review.
Cited by
-
2020 International brain-computer interface competition: A review.Front Hum Neurosci. 2022 Jul 22;16:898300. doi: 10.3389/fnhum.2022.898300. eCollection 2022. Front Hum Neurosci. 2022. PMID: 35937679 Free PMC article. Review.
-
A Hybrid Speller Design Using Eye Tracking and SSVEP Brain-Computer Interface.Sensors (Basel). 2020 Feb 7;20(3):891. doi: 10.3390/s20030891. Sensors (Basel). 2020. PMID: 32046131 Free PMC article.
-
High-Frequency Vibrating Stimuli Using the Low-Cost Coin-Type Motors for SSSEP-Based BCI.Biomed Res Int. 2022 Aug 25;2022:4100381. doi: 10.1155/2022/4100381. eCollection 2022. Biomed Res Int. 2022. PMID: 36060141 Free PMC article.
-
Performance Analysis With Different Types of Visual Stimuli in a BCI-Based Speller Under an RSVP Paradigm.Front Comput Neurosci. 2021 Jan 5;14:587702. doi: 10.3389/fncom.2020.587702. eCollection 2020. Front Comput Neurosci. 2021. PMID: 33469425 Free PMC article.
-
Decoding declarative memory process for predicting memory retrieval based on source localization.PLoS One. 2022 Sep 8;17(9):e0274101. doi: 10.1371/journal.pone.0274101. eCollection 2022. PLoS One. 2022. PMID: 36074790 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Miscellaneous