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Selectivity and robustness of sparse coding networks

We investigate how the population nonlinearities resulting from lateral inhibition and thresholding in sparse coding networks influence neural response selectivity and robustness. We show that when compared to pointwise nonlinear models, such population nonlinearities improve the selectivity to a pr...

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Bibliografiske detaljer
Udgivet i:J Vis
Main Authors: Paiton, Dylan M., Frye, Charles G., Lundquist, Sheng Y., Bowen, Joel D., Zarcone, Ryan, Olshausen, Bruno A.
Format: Artigo
Sprog:Inglês
Udgivet: The Association for Research in Vision and Ophthalmology 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7691792/
https://ncbi.nlm.nih.gov/pubmed/33237290
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1167/jov.20.12.10
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