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A Model of the Ventral Visual System Based on Temporal Stability and Local Memory

Wyss, Reto and König, Peter and Verschure, Paul F. M. J. (2006) A Model of the Ventral Visual System Based on Temporal Stability and Local Memory. PLoS Biology, 4 (5). e120. ISSN 1544-9173. PMCID PMC1436026. https://resolver.caltech.edu/CaltechAUTHORS:WYSplosbio06

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Abstract

The cerebral cortex is a remarkably homogeneous structure suggesting a rather generic computational machinery. Indeed, under a variety of conditions, functions attributed to specialized areas can be supported by other regions. However, a host of studies have laid out an ever more detailed map of functional cortical areas. This leaves us with the puzzle of whether different cortical areas are intrinsically specialized, or whether they differ mostly by their position in the processing hierarchy and their inputs but apply the same computational principles. Here we show that the computational principle of optimal stability of sensory representations combined with local memory gives rise to a hierarchy of processing stages resembling the ventral visual pathway when it is exposed to continuous natural stimuli. Early processing stages show receptive fields similar to those observed in the primary visual cortex. Subsequent stages are selective for increasingly complex configurations of local features, as observed in higher visual areas. The last stage of the model displays place fields as observed in entorhinal cortex and hippocampus. The results suggest that functionally heterogeneous cortical areas can be generated by only a few computational principles and highlight the importance of the variability of the input signals in forming functional specialization.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1371/journal.pbio.0040120DOIArticle
https://www.ncbi.nlm.nih.gov/pmc/articles/https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1436026//PubMed CentralArticle
Additional Information:© 2006 Wyss et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Received: April 13, 2005; Accepted: February 14, 2006; Published: April 18, 2006 Academic Editor: Larry Abbott, Columbia University, United States of America Funding. This work was supported by the Swiss National Science Foundation (RW) and the EU/BBW (IST-2000–28127, 01.0208–1 [PK]).
Issue or Number:5
PubMed Central ID:PMC1436026
Record Number:CaltechAUTHORS:WYSplosbio06
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:WYSplosbio06
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:3342
Collection:CaltechAUTHORS
Deposited By: Archive Administrator
Deposited On:31 May 2006
Last Modified:12 Feb 2020 22:02

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