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Nonspecific Visuospatial Imagery as a Novel Mental Task for Online EEG-Based BCI Control
- Source :
- International Journal of Neural Systems. 30:2050026
- Publication Year :
- 2020
- Publisher :
- World Scientific Pub Co Pte Lt, 2020.
-
Abstract
- Brain–computer interfaces (BCIs) can provide a means of communication to individuals with severe motor disorders, such as those presenting as locked-in. Many BCI paradigms rely on motor neural pathways, which are often impaired in these individuals. However, recent findings suggest that visuospatial function may remain intact. This study aimed to determine whether visuospatial imagery, a previously unexplored task, could be used to signify intent in an online electroencephalography (EEG)-based BCI. Eighteen typically developed participants imagined checkerboard arrow stimuli in four quadrants of the visual field in 5-s trials, while signals were collected using 16 dry electrodes over the visual cortex. In online blocks, participants received graded visual feedback based on their performance. An initial BCI pipeline (visuospatial imagery classifier I) attained a mean accuracy of [Formula: see text]% classifying rest against visuospatial imagery in online trials. This BCI pipeline was further improved using restriction to alpha band features (visuospatial imagery classifier II), resulting in a mean pseudo-online accuracy of [Formula: see text]%. Accuracies exceeded the threshold for practical BCIs in 12 participants. This study supports the use of visuospatial imagery as a real-time, binary EEG-BCI control paradigm.
- Subjects :
- Adult
Computer Networks and Communications
Speech recognition
Intention
Four quadrants
Visual feedback
Electroencephalography
050105 experimental psychology
03 medical and health sciences
0302 clinical medicine
Feedback, Sensory
medicine
Humans
0501 psychology and cognitive sciences
Visual Cortex
Brain–computer interface
medicine.diagnostic_test
05 social sciences
General Medicine
Visual field
Alpha Rhythm
Alpha band
Visual cortex
medicine.anatomical_structure
Pattern Recognition, Visual
Brain-Computer Interfaces
Space Perception
Imagination
Psychology
Classifier (UML)
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 17936462 and 01290657
- Volume :
- 30
- Database :
- OpenAIRE
- Journal :
- International Journal of Neural Systems
- Accession number :
- edsair.doi.dedup.....b7e3bed5be14e1a4baca556dc1a8a21d
- Full Text :
- https://doi.org/10.1142/s0129065720500264