Literature DB >> 22734490

Sparse coding on the spot: spontaneous retinal waves suffice for orientation selectivity.

Jonathan J Hunt1, Michael Ibbotson, Geoffrey J Goodhill.   

Abstract

Ohshiro, Hussain, and Weliky (2011) recently showed that ferrets reared with exposure to flickering spot stimuli, in the absence of oriented visual experience, develop oriented receptive fields. They interpreted this as refutation of efficient coding models, which require oriented input in order to develop oriented receptive fields. Here we show that these data are compatible with the efficient coding hypothesis if the influence of spontaneous retinal waves is considered. We demonstrate that independent component analysis learns predominantly oriented receptive fields when trained on a mixture of spot stimuli and spontaneous retinal waves. Further, we show that the efficient coding hypothesis provides a compelling explanation for the contrast between the lack of receptive field changes seen in animals reared with spot stimuli and the significant cortical reorganisation observed in stripe-reared animals.

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Year:  2012        PMID: 22734490     DOI: 10.1162/NECO_a_00333

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  2 in total

1.  Unsupervised experience with temporal continuity of the visual environment is causally involved in the development of V1 complex cells.

Authors:  Giulio Matteucci; Davide Zoccolan
Journal:  Sci Adv       Date:  2020-05-29       Impact factor: 14.136

2.  Sparse coding can predict primary visual cortex receptive field changes induced by abnormal visual input.

Authors:  Jonathan J Hunt; Peter Dayan; Geoffrey J Goodhill
Journal:  PLoS Comput Biol       Date:  2013-05-09       Impact factor: 4.475

  2 in total

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