Title :
Development of a hybrid mental speller combining EEG-based brain-computer interface and webcam-based eye-tracking
Author :
Jun-Hak Lee ; Jeong-hwan Lim ; Han-Jeong Hwang ; Chang-Hwan Im
Author_Institution :
Dept. of Biomed. Eng., Hanyang Univ., Seoul, South Korea
Abstract :
The main goal of this study was to develop a hybrid mental spelling system combining a steady-state visual evoked potential (SSVEP)-based brain-computer interface (BCI) technology and a webcam-based eye-tracker, which utilizes information from the brain electrical activity and eye gaze direction at the same time. In the hybrid mental spelling system, a character decoded using SSVEP was not typed if the position of the selected character was not matched with the eye direction information (`left´ or `right´) obtained from the eye-tracker. Thus, the users did not need to correct a misspelled character using a `BACKSPACE´ key. To verify the feasibility of the developed hybrid mental spelling system, we conducted online experiments with ten healthy participants. Each participant was asked to type 15 English words consisting of 68 characters. As a result, 16.6 typing errors could be prevented on average, demonstrating that the implemented hybrid mental spelling system could enhance the practicality of our mental spelling system.
Keywords :
brain-computer interfaces; electroencephalography; eye; medical computing; medical disorders; neurophysiology; visual evoked potentials; visual perception; BACKSPACE key; BCI; EEG-based brain-computer interface; brain electrical activity; eye direction information; eye gaze direction; hybrid mental spelling system; steady-state visual evoked potential; typing errors; webcam-based eye-tracking; Brain; Brain-computer interfaces; Calibration; Electroencephalography; Keyboards; Layout; Visualization;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6609982