A MULTISCALE DYNAMIC ROUTING CIRCUIT FOR FORMING SIZE-INVARIANT AND POSITION-INVARIANT OBJECT REPRESENTATIONS

被引:61
作者
OLSHAUSEN, BA [1 ]
ANDERSON, CH [1 ]
VANESSEN, DC [1 ]
机构
[1] CALTECH,COMPUTAT & NEURAL SYST PROGRAM,PASADENA,CA 91125
关键词
RECOGNITION; INVARIANCE; ROUTING; MULTISCALE; ATTENTION;
D O I
10.1007/BF00962707
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We describe a neural model for forming size- and position-invariant representations of visual objects. The model is based on a previously proposed dynamic routing circuit that remaps selected portions of an input ar;ay into an object-centered reference frame. Here, we show how a multiscale representation may be incorporated at the input state of the model, and we describe the control architecture and dynamics for a hierarchical, multistage routing circuit. Specific neurobiological substrates and mechanisms for the model are proposed, and a number of testable predictions are described.
引用
收藏
页码:45 / 62
页数:18
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