Title :
Gaze-independent BCI spellers based on covert attention and feature attention
Author :
Blankertz, Benjamin ; Schmidt, Nico M. ; Treder, Matthias S.
Author_Institution :
Machine Learning Lab., Berlin Inst. of Technol., Berlin, Germany
Abstract :
One of the foremost goals of rehabilitative Brain-Computer Interface (BCI) research is to design a mental typewriter, that enables paralyzed patients to communicate with their environment based on their brain activity. For the most popular candidate, the so called Matrix Speller, a recent study has shown that the spelling accuracy completely breaks down when the user is not allowed to fixate the target symbol by gaze but rather a central fixation point. This observation raises the need for BCI spellers that work effectively also for patients who have lost the ability to shift their gaze to a required position. Here we will present three variants of visual spellers that are based on covert spatial attention and on non-spatial feature attention. The results of our study with 13 healthy participants impressively demonstrate that these spellers obtain a similar spelling performance during center fixation as the original Matrix Speller with target fixation.
Keywords :
brain-computer interfaces; medical signal processing; spelling aids; visual evoked potentials; brain activity; covert attention; event-related potentials; feature attention; gaze-independent BCI spellers; matrix speller; mental typewriter; rehabilitative brain-computer interface; target fixation;
Conference_Titel :
Applied Sciences in Biomedical and Communication Technologies (ISABEL), 2010 3rd International Symposium on
Conference_Location :
Rome
Print_ISBN :
978-1-4244-8131-6
DOI :
10.1109/ISABEL.2010.5702885