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How are visual words represented? Insights from EEG-based visual word decoding, feature derivation and image reconstruction.


ABSTRACT: Investigations into the neural basis of reading have shed light on the cortical locus and the functional role of visual-orthographic processing. Yet, the fine-grained structure of neural representations subserving reading remains to be clarified. Here, we capitalize on the spatiotemporal structure of electroencephalography (EEG) data to examine if and how EEG patterns can serve to decode and reconstruct the internal representation of visually presented words in healthy adults. Our results show that word classification and image reconstruction were accurate well above chance, that their temporal profile exhibited an early onset, soon after 100?ms, and peaked around 170?ms. Further, reconstruction results were well explained by a combination of visual-orthographic word properties. Last, systematic individual differences were detected in orthographic representations across participants. Collectively, our results establish the feasibility of EEG-based word decoding and image reconstruction. More generally, they help to elucidate the specific features, dynamics, and neurocomputational principles underlying word recognition.

SUBMITTER: Ling S 

PROVIDER: S-EPMC6865374 | biostudies-literature | 2019 Dec

REPOSITORIES: biostudies-literature

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How are visual words represented? Insights from EEG-based visual word decoding, feature derivation and image reconstruction.

Ling Shouyu S   Lee Andy C H ACH   Armstrong Blair C BC   Nestor Adrian A  

Human brain mapping 20190812 17


Investigations into the neural basis of reading have shed light on the cortical locus and the functional role of visual-orthographic processing. Yet, the fine-grained structure of neural representations subserving reading remains to be clarified. Here, we capitalize on the spatiotemporal structure of electroencephalography (EEG) data to examine if and how EEG patterns can serve to decode and reconstruct the internal representation of visually presented words in healthy adults. Our results show t  ...[more]

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