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

页码：537 / 553

页数：17

共 28 条

[11] BACK-PROPAGATION LEARNING IN EXPERT NETWORKS
LACHER, RC
HRUSKA, SI
KUNCICKY, DC
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (01): : 62 - 72
[12] A novel genetic reinforcement learning for nonlinear fuzzy control problems
Lin, Cheng-Han
Xu, Yong-Ji
[J]. NEUROCOMPUTING, 2006, 69 (16-18) : 2078 - 2089
[13] A self-constructing neural fuzzy network with dynamic-form symbiotic evolution
Lin, Cheng-Jian
Xu, Yong-Ji
[J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2007, 13 (02) : 123 - 137
[14] The design of TSK-type fuzzy controllers using a new hybrid learning approach
Lin, CJ
Xu, YJ
[J]. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2006, 20 (01) : 1 - 25
[15] Prediction and identification using wavelet-based recurrent fuzzy neural networks
Lin, CJ
Chin, CC
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (05): : 2144 - 2154
[16] An effective PSO-based memetic algorithm for flow shop scheduling
Liu, Bo
Wang, Ling
Jin, Yi-Hui
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2007, 37 (01): : 18 - 27
[17] LIU C, 2004, CELL, V26, P572
[18] Lu XG, 2006, PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION - PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE, P585
[19] 3D face verification using a free-parts approach
McCool, C.
Chandran, V.
Sridharan, S.
Fookes, C.
[J]. PATTERN RECOGNITION LETTERS, 2008, 29 (09) : 1190 - 1196
[20] Particle swarms for feedforward neural network training
Mendes, R
Cortez, P
Rocha, M
Neves, J
[J]. PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3, 2002, : 1895 - 1899

← 1 2 3 →