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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 20 of 20 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 Abstract: Recognising an object involves rapid visual processing and activation of semantic knowledge about the object, but how visual processing activates and interacts with semantic representations remains unclear. Cognitive neuroscience research has shown that while visual processing involves posterior regions along the ventral stream, object meaning involves more anterior regions, especially perirhinal cortex. Here we investigate visuo-semantic processing by combining a deep neural network model of vision with an attractor network model of semantics, such that visual information maps onto object meanings represented as activation patterns across features. In the combined model, concept activation is driven by visual input and co-occurrence of semantic features, consistent with neurocognitive accounts. We tested the model's ability to explain fMRI data where participants named objects. Visual layers explained activation patterns in early visual cortex, whereas pattern-information in perirhinal cortex was best explained by later stages of the attractor network, when detailed semantic representations are activated. Posterior ventral temporal cortex was best explained by intermediate stages corresponding to initial semantic processing, when visual information has the greatest influence on the emerging semantic representation. These results provide proof of principle of how a mechanistic model of combined visuo-semantic processing can account for pattern-information in the ventral stream. URL: https://arro.anglia.ac.uk/id/eprint/703524/ https://doi.org/10.1038/s41598-018-28865-1 https://arro.anglia.ac.uk/id/eprint/703524/1/Devereux_et_al_2018.pdf BASE Hide details 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 BASE Show details 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 BASE Show details 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 BASE Show details 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 BASE Show details 6 Phonological and syntactic competition effects in spoken word recognition: evidence from corpus-based statistics Zhuang, Jie; Devereux, Barry J.. - : Routledge, 2017 BASE Show details 7 Decoding the Cortical Dynamics of Sound-Meaning Mapping Kocagoncu, Ece; Clarke, Alex; Devereux, Barry J.. - : Society for Neuroscience, 2017 BASE Show details 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 BASE Show details 9 Predicting the Time Course of Individual Objects with MEG Clarke, Alex; Devereux, Barry J.; Randall, Billi. - : Oxford University Press, 2015 BASE Show details 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 BASE Show details 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 BASE Show details 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 BASE Show details 13 Representational Similarity Analysis Reveals Commonalities and Differences in the Semantic Processing of Words and Objects Devereux, Barry J.; Clarke, Alex; Marouchos, Andreas. - 2013 BASE Show details 14 Objects and categories: Feature statistics and object processing in the ventral stream Tyler, Lorraine K.; Chiu, Shannon; Zhuang, Jie. - 2013 BASE Show details 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 BASE Show details 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 BASE Show details 17 The Centre for Speech, Language and the Brain (CSLB) concept property norms Devereux, Barry J.; Tyler, Lorraine K.; Geertzen, Jeroen. - : Springer US, 2013 BASE Show details 18 Contrasting effects of feature-based statistics on the categorisation and basic-level identification of visual objects Acres, Kadia; Taylor, Kirsten I.; Devereux, Barry J.... In: Cognition. - Amsterdam [u.a] : Elsevier 122 (2012) 3, 363-374 BLLDB OLC Linguistik Show details 19 Conceptual structure: towards an integrated neurocognitive account Taylor, Kirsten I.; Devereux, Barry J.; Tyler, Lorraine Komisarjevsky In: Language and cognitive processes. - Abingdon : Routledge, Taylor & Francis Group 26 (2011) 9, 1368-1401 BLLDB OLC Linguistik Show details 20 Contrasting effects of feature-based statistics on the categorisation and identification of visual objects Taylor, Kirsten I.; Devereux, Barry J.; Acres, Kadia. - 2011 BASE Show details

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