Title :
RSVP keyboard: An EEG based typing interface
Author :
Orhan, Umut ; Hild, Kenneth E., II ; Erdogmus, Deniz ; Roark, Brian ; Oken, Barry ; Fried-Oken, Melanie
Author_Institution :
Cognitive Syst. Lab., Northeastern Univ., Boston, MA, USA
Abstract :
Humans need communication. The desire to communicate remains one of the primary issues for people with locked-in syndrome (LIS). While many assistive and augmentative communication systems that use various physiological signals are available commercially, the need is not satisfactorily met. Brain interfaces, in particular, those that utilize event related potentials (ERP) in electroencephalography (EEG) to detect the intent of a person noninvasively, are emerging as a promising communication interface to meet this need where existing options are insufficient. Existing brain interfaces for typing use many repetitions of the visual stimuli in order to increase accuracy at the cost of speed. However, speed is also crucial and is an integral portion of peer-to-peer communication; a message that is not delivered timely often looses its importance. Consequently, we utilize rapid serial visual presentation (RSVP) in conjunction with language models in order to assist letter selection during the brain-typing process with the final goal of developing a system that achieves high accuracy and speed simultaneously. This paper presents initial results from the RSVP Keyboard system that is under development. These initial results on healthy and locked-in subjects show that single-trial or few-trial accurate letter selection may be possible with the RSVP Keyboard paradigm.
Keywords :
biocommunications; brain-computer interfaces; electroencephalography; eye; handicapped aids; keyboards; medical disorders; visual evoked potentials; EEG based typing interface; ERP; LIS; RSVP keyboard paradigm; RSVP keyboard system; assistive communication systems; augmentative communication systems; brain computer interfaces; brain-typing process; electroencephalography; event related potentials; language models; letter selection; locked-in syndrome; peer-to-peer communication; physiological signals; rapid serial visual presentation; visual stimuli; Accuracy; Brain computer interfaces; Brain models; Electroencephalography; Keyboards; Visualization; Bayesian fusion; Brain computer interface; event related potential; language model;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6287966