RESEARCH ON FACE AND IRIS FEATURE RECOGNITION BASED ON 2DDCT AND KERNEL FISHER DISCRIMINANT ANALYSIS

被引:3
|
作者
Gan, Jun-Ying [1 ]
Gao, Jian-Hu [1 ]
Liu, Jun-Feng [1 ]
机构
[1] Wuyi Univ, Sch Informat, Jiangmen 529020, Guangdong, Peoples R China
关键词
Two-Dimensional Discrete Cosine Transform; Face Recognition; Iris Recognition; Feature Fusion;
D O I
10.1109/ICWAPR.2008.4635812
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Combined with diagonal image transform, two-dimensional discrete cosine transform (2DDCT) is used in face and iris image for feature compression; then Kernel Fisher Discriminant Analysis (KFDA) is chosen as feature fusion; finally, Nearest Neighbor (NN) classifier is selected to perform recognition. Experimental results on ORL (Olivetti Research Laboratory) face database and CASIA (Chinese Academy of Sciences, Institute of Automation) iris database show that the dimension is reduced, the classified information is utilized, and correct recognition rate is improved effectively. A new approach is supplied for multimodal biometric identification.
引用
收藏
页码:401 / 405
页数:5
相关论文
共 50 条
  • [1] Face recognition using Kernel based Fisher discriminant analysis
    Liu, QS
    Huang, R
    Lu, HQ
    Ma, SD
    [J]. FIFTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS, 2002, : 197 - 201
  • [2] Fisher discriminant analysis based on kernel cuboid for face recognition
    Xiao-Zhang Liu
    Chen-Guang Zhang
    [J]. Soft Computing, 2016, 20 : 831 - 840
  • [3] Fisher discriminant analysis based on kernel cuboid for face recognition
    Liu, Xiao-Zhang
    Zhang, Chen-Guang
    [J]. SOFT COMPUTING, 2016, 20 (03) : 831 - 840
  • [4] Uyghur face recognition method combining 2DDCT with POEM
    Yi Lihamu
    Ya Ermaimaiti
    [J]. LIDAR IMAGING DETECTION AND TARGET RECOGNITION 2017, 2017, 10605
  • [5] Improving Kernel Fisher Discriminant Analysis for face recognition
    Liu, QS
    Lu, HQ
    Ma, SD
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (01) : 42 - 49
  • [6] Kernel inverse Fisher discriminant analysis for face recognition
    Sun, Zhongxi
    Li, Jun
    Sun, Changyin
    [J]. NEUROCOMPUTING, 2014, 134 : 46 - 52
  • [7] Bagging based efficient Kernel Fisher Discriminant Analysis for face recognition
    Li, Yi
    Zhang, Baochang
    Shan, Shiguang
    Chen, Xilin
    Gao, Wen
    [J]. 18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS, 2006, : 523 - +
  • [8] Face Recognition Based on Wavelet Transform and Kernel Fisher Discriminant Analysis
    Nie, Xiangfei
    [J]. 2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL I, 2011, : 249 - 252
  • [9] Face Recognition Based on Wavelet Transform and Kernel Fisher Discriminant Analysis
    Nie, Xiangfei
    [J]. 2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL VI, 2010, : 253 - 256
  • [10] Kernel-based fisher minimum discriminant analysis and face recognition
    School of Computer Science and Technology, Nanjing University of Science and Technology, Nanjing 210094, China
    不详
    [J]. Xitong Fangzhen Xuebao, 2008, 20 (5516-5518+5522):