Two-Dimensional Fast Orthogonal Neural Network for Image Recognition

被引：0
|
作者：
Stasiak, Bartlomiej [1 ]
机构：
[1] Tech Univ Lodz, Inst Comp Sci, PL-93005 Lodz, Poland
来源：
PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, PROCEEDINGS | 2009年 / 5856卷
关键词：
fast orthogonal neural network; Fourier amplitude spectrum; image recognition;
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：
This paper presents a method of constructing a fast orthogonal neural network suitable for raw image recognition and classification. The neural architecture of the proposed network is based on fast cosine transform algorithm modified to enable Fourier amplitude spectrum computation. The presented network has reduced computational complexity and it reaches low generalization error values as compared to a standard multilayer perceptron.
引用
收藏
页码：653 / 660
页数：8
相关论文
共 50 条
  • [31] Speaker recognition model using Two-Dimensional Mel-Cepstrum and predictive neural network
    Kitamura, T
    Takei, S
    ICSLP 96 - FOURTH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, PROCEEDINGS, VOLS 1-4, 1996, : 1772 - 1775
  • [32] Bifurcation in a two-dimensional neural network model with delay
    Wei, JJ
    Zhang, CR
    Li, XL
    APPLIED MATHEMATICS AND MECHANICS-ENGLISH EDITION, 2005, 26 (02) : 210 - 217
  • [33] BIFURCATION IN A TWO-DIMENSIONAL NEURAL NETWORK MODEL WITH DELAY
    WEI Jun-jie ~1
    2.Key Laboratory of Forestry Plant Ecology of Ministry of Education
    3.Department of Basic Science and Art
    Applied Mathematics and Mechanics(English Edition), 2005, (02) : 210 - 217
  • [34] Bifurcation in two-dimensional neural network model with delay
    Wei Jun-jie
    Zhang Chun-rui
    Li Xiu-ling
    Applied Mathematics and Mechanics, 2005, 26 (2) : 210 - 217
  • [35] Hyperspectral image classification using convolutional neural network and two-dimensional complex Gabor transform
    Hanbay, Kazim
    JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, 2020, 35 (01): : 443 - 456
  • [36] The application of digital image recognition to the analysis of two-dimensional fingerprints
    Zhai, Hong Lin
    Hu, Fang Di
    Huang, Xiao Yan
    Chen, Jun Hui
    ANALYTICA CHIMICA ACTA, 2010, 657 (02) : 131 - 135
  • [37] Structural two-dimensional principal component analysis for image recognition
    Haixian Wang
    Machine Vision and Applications, 2011, 22 : 433 - 438
  • [38] The two-dimensional code image recognition based on Wavelet Transform
    Wan, Hao
    Peng, Cheng
    SEVENTH INTERNATIONAL CONFERENCE ON ELECTRONICS AND INFORMATION ENGINEERING, 2017, 10322
  • [39] Symmetrical Two-Dimensional PCA with Image Measures in Face Recognition
    Meng, Jicheng
    Yang, Yuming
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2012, 9
  • [40] Structural two-dimensional principal component analysis for image recognition
    Wang, Haixian
    MACHINE VISION AND APPLICATIONS, 2011, 22 (02) : 433 - 438
12345