Title :
Hierarchical Codebook Visually Evoked Potentials for fast and flexible BCIs
Author :
Riechmann, Hannes ; Finke, Andrea ; Ritter, Helge
Author_Institution :
CITEC, Bielefeld Univ., Bielefeld, Germany
Abstract :
Brain-Computer Interfaces provide a direct communication channel from the brain to a technical device. One major problem in state-of-the-art BCIs is their low communication speed. BCIs based on Codebook Visually Evoked Potentials (cVEP) outperform all other non-invasive approaches in terms of information transfer rate. Used only in spelling tasks so far, more flexibility with respect to stimulus structure and properties is needed. We propose using hierarchical codebook vectors together with varying color schemes to increase the stimulus flexibility. An off-line study showed that our novel hcVEP approach is capable of discriminating groups of targets after only 250ms of stimulus flickering and the final target within the group after 1s. The accuracies are 81% and 67%, respectively. Different color schemes (black/white and green/red) are equally effective.
Keywords :
brain-computer interfaces; neurophysiology; visual evoked potentials; Brain-Computer Interfaces; direct communication channel; fast BCI; flexible BCI; hcVEP approach; hierarchical Codebook Visually Evoked Potentials; hierarchical codebook vectors; spelling tasks; Accuracy; Brain-computer interfaces; Electroencephalography; Navigation; Support vector machines; Training; Vectors;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610116