A multichip aVLSI system emulating orientation selectivity of primary visual cortical cells

被引:12
作者
Shimonomura, K [1 ]
Yagi, T [1 ]
机构
[1] Osaka Univ, Dept Elect Engn, Grad Sch Engn, Osaka 5650871, Japan
来源
IEEE TRANSACTIONS ON NEURAL NETWORKS | 2005年 / 16卷 / 04期
关键词
analog very large scale integrated (aVLSI); image processing; orientation selectivity; silicon retina; simple cell; visual cortex;
D O I
10.1109/TNN.2005.849845
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we designed and fabricated a multichip neuromorphic analog very large scale integrated (aVLSI) system, which emulates the orientation selective response of the simple cell in the primary visual cortex. The system consists of a silicon retina and an orientation chip. An image, which is filtered by a concentric center-surround (CS) antagonistic receptive field of the silicon retina, is transferred to the orientation chip. The image transfer from the silicon retina to the orientation chip is carried out with analog signals. The orientation chip selectively aggregates multiple pixels of the silicon retina, mimicking the feedforward model proposed by Hubel and Wiesel. The chip provides the orientation-selective (OS) outputs which are tuned to 0 degrees, 60 degrees, and 120 degrees. The feedforward aggregation reduces the fixed pattern noise that is due to the mismatch of the transistors in the orientation chip. The spatial properties of the orientation selective response were examined in terms of the adjustable parameters of the chip, i.e., the number of aggregated pixels and size of the receptive field of the silicon retina. The multichip aVLSI architecture used in the present study can be applied to implement higher order cells such as the complex cell of the primary visual cortex.
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页码:972 / 979
页数:8
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