Physiologically inspired neural model for the encoding of face spaces

被引:31
作者
Giese, MA [1 ]
Leopold, DA
机构
[1] Univ Clin Tubingen, Dept Cognit Neurol, ARL, D-72072 Tubingen, Germany
[2] Max Planck Inst Biol Cybernet, Tubingen, Germany
关键词
face space; norm-referenced encoding; prototype; area IT;
D O I
10.1016/j.neucom.2004.10.060
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The neural principles of the encoding of face spaces in visual cortex are still unclear and multiple competing theories have been proposed. Based on new electrophysiological data from macaque area IT we test two models realizing example-based and norm-referenced encoding. Comparing the experimentally measured tuning properties with predictions from the two models we find a better agreement for the norm-referenced encoding model. This suggests that a majority of IT neurons might represent deviations from a norm face, which is determined by an average over the distribution of typically occurring faces. (c) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:93 / 101
页数:9
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