2D/3D FACE RECOGNITION USING NEURAL NETWORK BASED ON HYBRID TAGUCHI-PARTICLE SWARM OPTIMIZATION

被引:0
作者
Lin, Cheng-Jian [1 ]
Wang, Jyun-Guo [2 ]
Chen, Shyi-Ming [2 ]
机构
[1] Natl Chin Yi Univ Technol, Dept Comp Sci & Informat Engn, Taichung Cty 411, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan
来源
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL | 2011年 / 7卷 / 02期
关键词
Face recognition (FR); Taguchi method; Particle swarm optimization (PSO); Principal component analysis (PCA); Multilayer neural networks (MLNN); Gabor wavelet;
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, we present a neural network classifier with hybrid evolutionary algorithm for solving 2D/3D face recognition problems. We first use Gabor wavelets to extract local features at different scales and orientations for gray facial images, then combine the texture with the surface feature vectors based on principal component analysis (PCA) to obtain feature vectors. We propose a neural network classifier based on hybrid Taguchi-particle swarm optimization (HTPSO) algorithm for face recognition. Experimental results demonstrate that the proposed HTPSO learning method has a better recognition rate than those of other approaches.
引用
收藏
页码:537 / 553
页数:17
相关论文
共 28 条
  • [1] Bagchi T.P., 1993, Taguchi methods explained: Practical steps to robust design
  • [2] Performance analysis of the feedforward and SOM neural networks in the face recognition problem
    Chacon M., M. I.
    Rivas-Perea, P.
    [J]. 2007 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE IN IMAGE AND SIGNAL PROCESSING, 2007, : 313 - 318
  • [3] CHAFIK S, 2006, IEEE T PATTERN ANAL, V28, P1858
  • [4] CHEN HY, 2008, CELL, V41, P1173
  • [5] FRANCO A, 2008, CELL, V41, P3822
  • [6] HADID A, 2009, CELL, V42, P2818
  • [7] Face recognition using common faces method
    He, Yunhui
    Zhao, Li
    Zou, Cairong
    [J]. PATTERN RECOGNITION, 2006, 39 (11) : 2218 - 2222
  • [8] A Hybri of genetic algorithm and particle swarm optimization for recurrent network design
    Juang, CF
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (02): : 997 - 1006
  • [9] Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
  • [10] Effective representation using ICA for face recognition robust to local distortion and partial occlusion
    Kim, J
    Choi, J
    Yi, J
    Turk, M
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2005, 27 (12) : 1977 - 1981