Digit Recognition in a Simplified Visual Cortex Model

被引:0
|
作者
Cevikbas, I. Can [1 ]
Yildirim, Tulay [1 ]
机构
[1] Yildiz Tekn Univ, Elect & Commun Engn Dept, Istanbul, Turkey
关键词
spiking neural network; digit recognition; primary visual cortex; ORIENTATION SELECTIVITY; COMPUTATION; CAT;
D O I
暂无
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 a simplified visual cortex model is developed and application of the model to digit detection is explored. Retina and Lateral Geniculate Nucleus (LGN) is modeled as a combined 64x64 input cell array. An applied digit pattern produces Poisson spikes at the output of the combined retina-LGN cell array. Retina-LGN cells are connected to primary visual cortex (V1) cell network. Spike rate pattern of any digit applied to the input is used in digit detection.
引用
收藏
页数:3
相关论文
共 50 条
  • [1] Simplified Visual Cortex Model for Pattern Recognition
    Cevikbas, Can
    Yildirim, Tulay
    [J]. 2018 INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS CONFERENCE (ASYU), 2018, : 183 - 186
  • [2] A SIMPLIFIED MODEL OF THE INPUT LAYERS OF THE VISUAL-CORTEX
    DEUTSCH, S
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1981, 28 (08) : 580 - 581
  • [3] A Spiking Neural Network Model Mimicking the Olfactory Cortex for Handwritten Digit Recognition
    Li, Ben-Zheng
    Pun, Sio Hang
    Feng, Wan
    Vai, Mang I.
    Klug, Achim
    Lei, Tim C.
    [J]. 2019 9TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2019, : 1167 - 1170
  • [4] Model of Human Visual Cortex Inspired Computational Models for Visual Recognition
    Wang, Jinjun
    Hou, Qiqi
    Liu, Nan
    Zhang, Shizhou
    [J]. 2015 1ST IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA BIG DATA (BIGMM), 2015, : 88 - 91
  • [5] Computational Model of Primary Visual Cortex Combining Visual Attention for Action Recognition
    Shu, Na
    Gao, Zhiyong
    Chen, Xiangan
    Liu, Haihua
    [J]. PLOS ONE, 2015, 10 (07):
  • [6] Dynamic model of visual recognition predicts neural response properties in the visual cortex
    Rao, RPN
    Ballard, DH
    [J]. NEURAL COMPUTATION, 1997, 9 (04) : 721 - 763
  • [7] Hardware acceleration of image recognition through a visual cortex model
    Rice, Kenneth L.
    Taha, Tarek M.
    Vutsinas, Christopher N.
    [J]. OPTICS AND LASER TECHNOLOGY, 2008, 40 (06): : 795 - 802
  • [8] A hierarchical Bayesian model of invariant pattern recognition in the visual cortex
    George, D
    Hawkins, J
    [J]. PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), VOLS 1-5, 2005, : 1812 - 1817
  • [9] Online learning for object recognition with a hierarchical visual cortex model
    Kirstein, S
    Wersing, H
    Körner, E
    [J]. ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, 2005, 3696 : 487 - 492
  • [10] A neural model of predictive recognition in form pathway of visual cortex
    Suzuki, N
    Hashimoto, N
    Kashimori, Y
    Zheng, MH
    Kambara, T
    [J]. BIOSYSTEMS, 2004, 76 (1-3) : 33 - 42