Prenatal development of ocular dominance and orientation maps in a self-organizing model of V1

被引:8
|
作者
Jegelka, Stefanie [1 ]
Bednar, James A.
Miikkulainen, Risto
机构
[1] Univ Tubingen, Wilhelm Schickard Inst Comp Sci, Tubingen, Germany
[2] Univ Edinburgh, Inst Adapt & Neural Computat, Edinburgh, Midlothian, Scotland
[3] Univ Texas, Dept Comp Sci, Austin, TX 78712 USA
关键词
ocular dominance maps; orientation maps; development; visual cortex; spontaneous activity;
D O I
10.1016/j.neucom.2005.12.094
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
How orientation and ocular-dominance (OD) maps develop before visual experience begins is controversial. Possible influences include molecular signals and spontaneous activity, but their contributions remain unclear. This paper presents LISSOM simulations suggesting that previsual spontaneous activity alone is sufficient for realistic OR and OD maps to develop. Individual maps develop robustly with various previsual patterns, and are aided by background noise. However, joint OR/OD maps depend crucially on how correlated the patterns are between eyes, even over brief initial periods. Therefore, future biological experiments should account for multiple activity sources, and should measure map interactions rather than maps of single features. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:1291 / 1296
页数:6
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