Literature DB >> 32983573

Towards an intuitive communication-BCI: decoding visually imagined characters from the early visual cortex using high-field fMRI.

Max A van den Boom1, Mariska J Vansteensel1, Melissa I Koppeschaar1, Matthijs A H Raemaekers1, Nick F Ramsey1.   

Abstract

Brain-computer interfaces aim to provide people with paralysis with the possibility to use their neural signals to control devices. For communication, most BCIs are based on the selection of letters from a (digital) letter board to spell words and sentences. Visual mental imagery of letters could offer a new, fast and intuitive way to spell in a BCI-communication solution. Here we provide a proof of concept for the decoding of visually imagined characters from the early visual cortex using 7 Tesla functional MRI. Sixteen healthy participants visually imagined three different characters for 3, 5 and 7 s in a slow event-related design. Using single-trial classification, we were able to decode the characters with an average accuracy of 54%, which is significantly above chance level (33%). Furthermore, the imagined characters were classifiable shortly after cue onset and remained classifiable with prolonged imagery. These properties, combined with the cortical location of the early visual cortex and its decodable activity, encourage further research on intracranial interfacing using surface electrodes to bring us closer to such a visual imagery based BCI communication solution.

Entities:  

Year:  2019        PMID: 32983573      PMCID: PMC7116116          DOI: 10.1088/2057-1976/ab302c

Source DB:  PubMed          Journal:  Biomed Phys Eng Express        ISSN: 2057-1976


  48 in total

1.  Smaller Primary Visual Cortex Is Associated with Stronger, but Less Precise Mental Imagery.

Authors:  Johanna Bergmann; Erhan Genç; Axel Kohler; Wolf Singer; Joel Pearson
Journal:  Cereb Cortex       Date:  2015-08-18       Impact factor: 5.357

2.  Comparison of physiological noise at 1.5 T, 3 T and 7 T and optimization of fMRI acquisition parameters.

Authors:  C Triantafyllou; R D Hoge; G Krueger; C J Wiggins; A Potthast; G C Wiggins; L L Wald
Journal:  Neuroimage       Date:  2005-05-15       Impact factor: 6.556

3.  Specializations for chromatic and temporal signals in human visual cortex.

Authors:  Junjie Liu; Brian A Wandell
Journal:  J Neurosci       Date:  2005-03-30       Impact factor: 6.167

4.  Individual differences in cerebral blood flow in area 17 predict the time to evaluate visualized letters.

Authors:  S M Kosslyn; W L Thompson; I J Kim; S L Rauch; N M Alpert
Journal:  J Cogn Neurosci       Date:  1996       Impact factor: 3.225

5.  The heterogeneity of mental representation: Ending the imagery debate.

Authors:  Joel Pearson; Stephen M Kosslyn
Journal:  Proc Natl Acad Sci U S A       Date:  2015-07-14       Impact factor: 11.205

6.  Neurophysiologic correlates of fMRI in human motor cortex.

Authors:  Dora Hermes; Kai J Miller; Mariska J Vansteensel; Erik J Aarnoutse; Frans S S Leijten; Nick F Ramsey
Journal:  Hum Brain Mapp       Date:  2011-06-20       Impact factor: 5.038

7.  BOLD matches neuronal activity at the mm scale: a combined 7T fMRI and ECoG study in human sensorimotor cortex.

Authors:  Jeroen C W Siero; Dora Hermes; Hans Hoogduin; Peter R Luijten; Nick F Ramsey; Natalia Petridou
Journal:  Neuroimage       Date:  2014-07-12       Impact factor: 6.556

8.  The eye-tracking computer device for communication in amyotrophic lateral sclerosis.

Authors:  R Spataro; M Ciriacono; C Manno; V La Bella
Journal:  Acta Neurol Scand       Date:  2013-12-19       Impact factor: 3.209

9.  Probabilistic Maps of Visual Topography in Human Cortex.

Authors:  Liang Wang; Ryan E B Mruczek; Michael J Arcaro; Sabine Kastner
Journal:  Cereb Cortex       Date:  2014-12-01       Impact factor: 5.357

10.  Reconstructing imagined letters from early visual cortex reveals tight topographic correspondence between visual mental imagery and perception.

Authors:  Mario Senden; Thomas C Emmerling; Rick van Hoof; Martin A Frost; Rainer Goebel
Journal:  Brain Struct Funct       Date:  2019-01-14       Impact factor: 3.270

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  1 in total

1.  Brain-Computer Interfaces for Communication: Preferences of Individuals With Locked-in Syndrome.

Authors:  Mariana P Branco; Elmar G M Pels; Ruben H Sars; Erik J Aarnoutse; Nick F Ramsey; Mariska J Vansteensel; Femke Nijboer
Journal:  Neurorehabil Neural Repair       Date:  2021-02-03       Impact factor: 3.919

  1 in total

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