Literature DB >> 24500542

RSVP Keyboard: An EEG Based Typing Interface.

Umut Orhan1, Kenneth E Hild2, Deniz Erdogmus1, Brian Roark2, Barry Oken2, Melanie Fried-Oken2.   

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.

Entities:  

Keywords:  Bayesian fusion; Brain computer interface; event related potential; language model

Year:  2012        PMID: 24500542      PMCID: PMC3771530          DOI: 10.1109/ICASSP.2012.6287966

Source DB:  PubMed          Journal:  Proc IEEE Int Conf Acoust Speech Signal Process        ISSN: 1520-6149


  8 in total

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Authors:  G Pfurtscheller; C Neuper; C Guger; W Harkam; H Ramoser; A Schlögl; B Obermaier; M Pregenzer
Journal:  IEEE Trans Rehabil Eng       Date:  2000-06

Review 2.  Brain-computer interfaces for communication and control.

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Authors:  Hilit Serby; Elad Yom-Tov; Gideon F Inbar
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5.  Toward enhanced P300 speller performance.

Authors:  D J Krusienski; E W Sellers; D J McFarland; T M Vaughan; J R Wolpaw
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Authors:  L A Farwell; E Donchin
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7.  Fusion with language models improves spelling accuracy for ERP-based brain computer interface spellers.

Authors:  Umut Orhan; Deniz Erdogmus; Brian Roark; Shalini Purwar; Kenneth E Hild; Barry Oken; Hooman Nezamfar; Melanie Fried-Oken
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Authors:  Matthias S Treder; Benjamin Blankertz
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  8 in total
  27 in total

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Authors:  Shiran Dudy; Steven Bedrick; Shaobin Xu; David A Smith
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7.  Improved accuracy using recursive bayesian estimation based language model fusion in ERP-based BCI typing systems.

Authors:  U Orhan; D Erdogmus; B Roark; B Oken; S Purwar; K E Hild; A Fowler; M Fried-Oken
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8.  Increasing BCI communication rates with dynamic stopping towards more practical use: an ALS study.

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9.  SOLICITING BCI USER EXPERIENCE FEEDBACK FROM PEOPLE WITH SEVERE SPEECH AND PHYSICAL IMPAIRMENTS.

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10.  Offline analysis of context contribution to ERP-based typing BCI performance.

Authors:  Umut Orhan; Deniz Erdogmus; Brian Roark; Barry Oken; Melanie Fried-Oken
Journal:  J Neural Eng       Date:  2013-10-08       Impact factor: 5.379

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