Competitively coupled orientation selective cellular neural networks

被引:14
作者
Shi, BE [1 ]
Boahen, K
机构
[1] Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Kowloon, Hong Kong, Peoples R China
[2] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2002年 / 49卷 / 03期
基金
美国国家科学基金会;
关键词
cellular neural networks; competition; Gabor filters; image processing; orientation-selective filters;
D O I
10.1109/81.989177
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We extend previous work in orientation selective cellular neural networks to include competitive couplings between different layers tuned to different orientations and spatial frequencies. The presence of these interactions sharpens the spatial frequency tuning of the filters in two ways, when compared to a similar architecture proposed previously which lacks these interactions. The first is the introduction of nulls in the frequency response. The second is the introduction of constraints on the passbands of the coupled layers. Based on an understanding of these two effects, we propose a method for choosing spatial frequency tunings of the individual layers to enhance orientation selectivity in the coupled system.
引用
收藏
页码:388 / 394
页数:7
相关论文
共 11 条
[1]   Point-to-point connectivity between neuromorphic chips using address events [J].
Boahen, KA .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2000, 47 (05) :416-434
[2]   Focal-plane analog VLSI cellular implementation of the boundary contour system [J].
Cauwenberghs, G ;
Waskiewicz, J .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1999, 46 (02) :327-334
[3]   THE CNN PARADIGM [J].
CHUA, LO ;
ROSKA, T .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1993, 40 (03) :147-156
[4]   COMPLETE DISCRETE 2-D GABOR TRANSFORMS BY NEURAL NETWORKS FOR IMAGE-ANALYSIS AND COMPRESSION [J].
DAUGMAN, JG .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (07) :1169-1179
[5]   Neuromorphic vision sensors [J].
EtienneCummings, R ;
VanderSpiegel, J .
SENSORS AND ACTUATORS A-PHYSICAL, 1996, 56 (1-2) :19-29
[6]  
Gabor D., 1946, J I ELEC ENGRS PART, V93, P429, DOI [DOI 10.1049/JI-3-2.1946.0074, 10.1049/ji-3-2.1946.0074, 10.1049/JI-3-2.1946.0074]
[7]  
KURINO H, 2001, ADV NEURAL INFORMATI, V13
[8]   A 2D image filtering architecture for real-time vision processing systems [J].
Serrano-Gotarredona, T ;
Andreou, AG ;
Linares-Barranco, B .
PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON MICROELECTRONICS FOR NEURAL, FUZZY AND BIO-INSPIRED SYSTEMS, MICORNEURO'99, 1999, :415-422
[9]   A low-power orientation-selective vision sensor [J].
Shi, BE .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 2000, 47 (05) :435-440
[10]   Gabor-type filtering in space and time with cellular neural networks [J].
Shi, BE .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1998, 45 (02) :121-132