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非下采样Contourlet变换在人脸识别中的应用 被引量:1

Face Recognition on Nonsubsampled Contourlet Transform
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摘要 非下采样Contourlet变换(NSCT)是Contourlet变换的改进,解决了Contourlet变换因下采样而不满足平移不变性、频谱泄露和频谱混叠等缺陷,在图像表示上能更好地表现图像的细节特征.基于非下采样Contourlet变换的优点,结合核Fisher判别分析,将其应用在人脸识别中,较好地克服了Contourlet变换的缺点,提高了识别率. Nonsubsampled Contourlet Transform(NSCT),improvement of improved Contourlet Transform,solve the defects of translation invariance spectral leakage and aliasing in subsampled Contourlet Transform.It can better reflecct the detail features of image.Combining NSCT with kernel Fisher Discriminant analysis,the disadvantage of contourlet was overcome,and the recognition rate was advanced in application of face recognition.
作者 王彩霞
出处 《山西师范大学学报(自然科学版)》 2011年第4期33-36,共4页 Journal of Shanxi Normal University(Natural Science Edition)
关键词 人脸识别 CONTOURLET变换 非下采样 核FISHER判别分析 face recognition contourlet transform nonsub sampled kernel fisher discriminant analysis(KFDA)
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  • 1Richard O Duda,Peter E Hart, David G Stork. Pattern Classification(2nd ed) [ M ]. Beijing: China Machine Press,2004.
  • 2Jain A K, Ross A, Prabhaker S. An introduction to biometric recognition [J]. IEEE Trans on CSVT, 2004,14( 1 ) :4 -20.
  • 3Bai-Ling Zhang, Haihong Zhang, Shuzhi Sam Ge. Face recognition by applying wavelet subband representation and kernel associative memory [ J ]. IEEE Trans On Neural Networks, 2004,15 ( 1 ) : 166 ~ 177.
  • 4徐勇,杨健,赵英男,宋枫溪,杨静宇.一种缩减图像维数的方法及其在人脸图像上的应用[J].电子与信息学报,2008,30(1):180-184. 被引量:7
  • 5林立字,张友焱,孙涛等.Contourlet变换一影像处理应用[M].北京:科学出版社,2008:15~25.
  • 6王蕊,尹忠科,龙奕.基于改进轮廓波变换的图像去噪算法[J].计算机工程,2009,35(6):228-230. 被引量:9
  • 7Baolong Guo,Qiang Zhang,Ye Hou. Region-based fusion of infrared and visible images using nonsubsampled contourlet transform [J]. Chinese Optics Letters,2008,5.
  • 8李杏梅,严国萍.无下采样Contourlet变换在图像边缘检测中的应用[J].计算机工程与应用,2010,46(30):178-180. 被引量:4
  • 9~ong Xu, Jing Yu Yang,Zhong Jin. A novel method for fisher discriminant analysis [ J]. Pattern Recognition, 2004, 37:381 ~ 384..
  • 10Hofmann,Thomas, Bernhard Schtilkopf. Kernel methods in machine Learning [ J ]. The Annals of Statistics, 2008,36 (3) :1171 ~ 1220.

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