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1
Integrated deep visual and semantic attractor neural networks predict fMRI pattern-information along the ventral object processing pathway
Devereux, Barry J.; Clarke, Alex; Tyler, Lorraine K.. - : Nature Research, 2018
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2
Oscillatory Dynamics of Perceptual to Conceptual Transformations in the Ventral Visual Pathway
Clarke, Alex; Devereux, Barry J.; Tyler, Lorraine K.. - : Massachusetts Institute of Technology Press, 2018
Abstract: Object recognition requires dynamic transformations of low-level visual inputs to complex semantic representations. Although this process depends on the ventral visual pathway, we lack an incremental account from low-level inputs to semantic representations and the mechanistic details of these dynamics. Here we combine computational models of vision with semantics and test the output of the incremental model against patterns of neural oscillations recorded with magnetoencephalography in humans. Representational similarity analysis showed visual information was represented in low-frequency activity throughout the ventral visual pathway, and semantic information was represented in theta activity. Furthermore, directed connectivity showed visual information travels through feedforward connections, whereas visual information is transformed into semantic representations through feedforward and feedback activity, centered on the anterior temporal lobe. Our research highlights that the complex transformations between visual and semantic information is driven by feedforward and recurrent dynamics resulting in object-specific semantics
URL: https://doi.org/10.1162/jocn_a_01325
https://arro.anglia.ac.uk/id/eprint/703754/6/Clarke_2018.pdf
https://arro.anglia.ac.uk/id/eprint/703754/
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3
Integrated deep visual and semantic attractor neural networks predict fMRI pattern-information along the ventral object processing pathway
Devereux, Barry J.; Clarke, Alex; Tyler, Lorraine K.. - : Nature Publishing Group UK, 2018
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4
Phonological and syntactic competition effects in spoken word recognition: evidence from corpus-based statistics. ...
Zhuang, Jie; Devereux, Barry J. - : Apollo - University of Cambridge Repository, 2017
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5
Phonological and syntactic competition effects in spoken word recognition: evidence from corpus-based statistics.
Zhuang, Jie; Devereux, Barry J. - : Taylor & Francis, 2017. : Language, Cognition and Neuroscience, 2017
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6
Phonological and syntactic competition effects in spoken word recognition: evidence from corpus-based statistics
Zhuang, Jie; Devereux, Barry J.. - : Routledge, 2017
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7
Decoding the Cortical Dynamics of Sound-Meaning Mapping
Kocagoncu, Ece; Clarke, Alex; Devereux, Barry J.. - : Society for Neuroscience, 2017
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8
Feature Statistics Modulate the Activation of Meaning During Spoken Word Processing.
Devereux, Barry J; Taylor, Kirsten I; Randall, Billi. - : Wiley, 2016. : Cogn Sci, 2016
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9
Predicting the Time Course of Individual Objects with MEG
Clarke, Alex; Devereux, Barry J.; Randall, Billi. - : Oxford University Press, 2015
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10
Feature Statistics Modulate the Activation of Meaning During Spoken Word Processing
Devereux, Barry J.; Taylor, Kirsten I.; Randall, Billi. - : John Wiley and Sons Inc., 2015
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11
The Centre for Speech, Language and the Brain (CSLB) concept property norms. ...
Devereux, Barry J; Tyler, Lorraine; Geertzen, Jeroen. - : Apollo - University of Cambridge Repository, 2014
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12
The Centre for Speech, Language and the Brain (CSLB) concept property norms.
Devereux, Barry J; Tyler, Lorraine; Geertzen, Jeroen. - : Springer-Verlag France, 2014. : Behav Res Methods, 2014
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13
Representational Similarity Analysis Reveals Commonalities and Differences in the Semantic Processing of Words and Objects
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14
Objects and categories: Feature statistics and object processing in the ventral stream
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15
Syntactic computations in the language network: characterizing dynamic network properties using representational similarity analysis.
Tyler, Lorraine; Cheung, Teresa PL; Devereux, Barry J. - : Frontiers Media SA, 2013. : Front Psychol, 2013
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16
Syntactic Computations in the Language Network: Characterizing Dynamic Network Properties Using Representational Similarity Analysis
Tyler, Lorraine K.; Cheung, Teresa P. L.; Devereux, Barry J.. - : Frontiers Media S.A., 2013
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17
The Centre for Speech, Language and the Brain (CSLB) concept property norms
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18
Contrasting effects of feature-based statistics on the categorisation and basic-level identification of visual objects
In: Cognition. - Amsterdam [u.a] : Elsevier 122 (2012) 3, 363-374
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OLC Linguistik
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19
Conceptual structure: towards an integrated neurocognitive account
In: Language and cognitive processes. - Abingdon : Routledge, Taylor & Francis Group 26 (2011) 9, 1368-1401
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OLC Linguistik
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20
Contrasting effects of feature-based statistics on the categorisation and identification of visual objects
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