Three-dimensional visual feature representation in the primary visual cortex

被引:4
作者
Tanaka, Shigeru [1 ]
Moon, Chan-Hong [2 ]
Fukuda, Mitsuhiro [2 ]
Kim, Seong-Gi [2 ,3 ]
机构
[1] RIKEN BSI, Lab Visual Neurocomp, Wako, Saitama 3510198, Japan
[2] Univ Pittsburgh, Dept Radiol, Pittsburgh, PA 15203 USA
[3] Univ Pittsburgh, Dept Neurobiol, Pittsburgh, PA 15203 USA
基金
美国国家卫生研究院;
关键词
Orientation columns; Visual cortex; Cat; Singularity; OCULAR DOMINANCE COLUMNS; ISO-ORIENTATION COLUMNS; MONKEY STRIATE CORTEX; OFF-CENTER INPUTS; RECEPTIVE-FIELDS; DIRECTION SELECTIVITY; SELF-ORGANIZATION; INTRINSIC SIGNAL; MAPS; MODEL;
D O I
10.1016/j.neunet.2011.05.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the cat primary visual cortex, it is accepted that neurons optimally responding to similar stimulus orientations are clustered in a column extending from the superficial to deep layers. The cerebral cortex is, however, folded inside a skull, which makes gyri and fundi. The primary visual area of cats, area 17, is located on the fold of the cortex called the lateral gyrus. These facts raise the question of how to reconcile the tangential arrangement of the orientation columns with the curvature of the gyrus. In the present study, we show a possible configuration of feature representation in the visual cortex using a three-dimensional (3D) self-organization model. We took into account preferred orientation, preferred direction, ocular dominance and retinotopy, assuming isotropic interaction. We performed computer simulation only in the middle layer at the beginning and expanded the range of simulation gradually to other layers, which was found to be a unique method in the present model for obtaining orientation columns spanning all the layers in the flat cortex. Vertical columns of preferred orientations were found in the flat parts of the model cortex. On the other hand, in the curved parts, preferred orientations were represented in wedge-like columns rather than straight columns, and preferred directions were frequently reversed in the deeper layers. Singularities associated with orientation representation appeared as warped lines in the 3D model cortex. Direction reversal appeared on the sheets that were delimited by orientation-singularity lines. These structures emerged from the balance between periodic arrangements of preferred orientations and vertical alignment of the same orientations. Our theoretical predictions about orientation representation were confirmed by multi-slice, high-resolution functional MRI in the cat visual cortex. We obtained a close agreement between theoretical predictions and experimental observations. The present study throws a doubt about the conventional columnar view of orientation representation, although more experimental data are needed. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1022 / 1035
页数:14
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