Slow feature analysis yields a rich repertoire of complex cell properties.

Abstract:

:In this study we investigate temporal slowness as a learning principle for receptive fields using slow feature analysis, a new algorithm to determine functions that extract slowly varying signals from the input data. We find a good qualitative and quantitative match between the set of learned functions trained on image sequences and the population of complex cells in the primary visual cortex (V1). The functions show many properties found also experimentally in complex cells, such as direction selectivity, non-orthogonal inhibition, end-inhibition, and side-inhibition. Our results demonstrate that a single unsupervised learning principle can account for such a rich repertoire of receptive field properties.

journal_name

J Vis

journal_title

Journal of vision

authors

Berkes P,Wiskott L

doi

10.1167/5.6.9

keywords:

subject

Has Abstract

pub_date

2005-07-20 00:00:00

pages

579-602

issue

6

issn

1534-7362

pii

5/6/9

journal_volume

5

pub_type

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