Title :
Visual gate for brain-computer interfaces
Author :
Dias, N.S. ; Jacinto, L.R. ; Mendes, P.M. ; Correia, J.H.
Author_Institution :
Dept. of Ind. Electron., Univ. of Minho, Guimaraes, Portugal
Abstract :
Brain-computer interfaces (BCI) based on event related potentials (ERP) have been successfully developed for applications like virtual spellers and navigation systems. This study tests the use of visual stimuli unbalanced in the subject´s field of view to simultaneously cue mental imagery tasks (left vs. right hand movement) and detect subject attention. The responses to unbalanced cues were compared with the responses to balanced cues in terms of classification accuracy. Subject specific ERP spatial filters were calculated for optimal group separation. The unbalanced cues appear to enhance early ERPs related to cue visuospatial processing that improved the classification accuracy (as low as 6%) of ERPs in response to left vs. right cues soon (150-200 ms) after the cue presentation. This work suggests that such visual interface may be of interest in BCI applications as a gate mechanism for attention estimation and validation of control decisions.
Keywords :
brain-computer interfaces; electroencephalography; medical signal processing; spatial filters; visual evoked potentials; attention estimation; brain-computer interfaces; classification accuracy; control decisions; event related potentials; mental imagery tasks; optimal group separation; spatial filters; unbalanced cues; visual gate; visuospatial processing; Adult; Attention; Cues; Electroencephalography; Evoked Potentials, Visual; Female; Humans; Imagination; Male; Sensitivity and Specificity; User-Computer Interface; Visual Cortex; Visual Perception; Young Adult;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5333496