Dimensionality of the intermediate-level representation of shape and texture in monkey V4

被引:4
|
作者
Kodama, Atsushi [1 ]
Kimura, Kouji [1 ]
Sakai, Ko [1 ]
机构
[1] Univ Tsukuba, Dept Comp Sci, 1-1-1 Tennodai, Tsukuba, Japan
关键词
Visualcortex; V4; Dimensionality; Representation; Naturalimages;
D O I
10.1016/j.neunet.2022.06.027
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The visual area V4 has been considered to play a crucial role in the intermediate representation of objects, where low-level image features are transformed into object-level representations. We estimated the intrinsic dimensionality in V4 for the representation of local patches generated from natural scenes. The dimensionality was approximately 40, which is approximately half of that reported in IT for the representation of whole natural objects. The analyses of the estimated dimensionality suggest both common and independent representations that code contour shapes and/or surfaces with textures, implying a relatively complex and mixed representation in the intermediate-level area.(c) 2022 Elsevier Ltd. All rights reserved.
引用
收藏
页码:444 / 449
页数:6
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