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基于图像抽样重组的2维核鉴别分析

程正东 樊祥 章毓晋

程正东, 樊祥, 章毓晋. 基于图像抽样重组的2维核鉴别分析[J]. 电子与信息学报, 2009, 31(12): 2958-2962. doi: 10.3724/SP.J.1146.2008.01656
引用本文: 程正东, 樊祥, 章毓晋. 基于图像抽样重组的2维核鉴别分析[J]. 电子与信息学报, 2009, 31(12): 2958-2962. doi: 10.3724/SP.J.1146.2008.01656
Cheng Zheng-dong, Fan Xiang, Zhang Yu-jin. 2-Dimensional Kernel Discriminant Analysis Based on Image Sampling and Regrouping[J]. Journal of Electronics & Information Technology, 2009, 31(12): 2958-2962. doi: 10.3724/SP.J.1146.2008.01656
Citation: Cheng Zheng-dong, Fan Xiang, Zhang Yu-jin. 2-Dimensional Kernel Discriminant Analysis Based on Image Sampling and Regrouping[J]. Journal of Electronics & Information Technology, 2009, 31(12): 2958-2962. doi: 10.3724/SP.J.1146.2008.01656

基于图像抽样重组的2维核鉴别分析

doi: 10.3724/SP.J.1146.2008.01656

2-Dimensional Kernel Discriminant Analysis Based on Image Sampling and Regrouping

  • 摘要: 2维核鉴别分析(2DKDA)存在离散度量矩阵过大而无法计算的问题。该文通过将图像抽样重组与2DKDA的结合,提出了3种基于图像抽样重组的2DKDA(SR2DKDA),它们不仅克服了2DKDA在计算上的困难,识别性能也优于2维线性鉴别分析(2DLDA)。在ORL人脸库和UMIST人脸库的实验验证了SR2DKDA的有效性。
  • Fisher R A. The use of multiple measurements in taxonomicproblems. Annual Eugenics, 1936, 7: 179-188.[2]Yang J, Zhang D, Frangi A F, and Yang J. Two-dimensionalPCA A new approach to appearance-based facerepresentation and recognition[J].IEEE Transactions onPattern Analysis and Machine Intelligence.2004, 26(1):131-137[3]Kongsontana S and Rangsanseri Y. Face recognition using2DLDA algorithm[J].Proceedings of the Eighth InternationalSymposium on Signal Processing and Its Applications, Perth,Australia.2005, 2:675-678[4]Zhao Li-hong, Zhang Xi-li, and Xu Xin-he. Face recognitionbase on KPCA with polynomial kernels. InternationalConference on Wavelet Analysis and Pattern Recognition,Beijin, China, 2007, 3: 1213-1216.[5]Mika S, Ratsch G, Weston J, Scholkopf B, and Muller K R.Fisher discriminant analysis with kernels. Proc. IEEE Int lWorkshop Neural Networks for Signal Processing IX,Madison, WI, USA, 1999: 41-48.[6]刘永俊, 宋东兴, 何世明, 陈才扣. 二维非线性鉴别分析及人脸识别. 常熟理工学院学报(自然科学), 2008, 22(2): 99-103.[7]程正东, 章毓晋, 樊祥. 基于图像抽样重组的二维线性鉴别分析. 中国图象图形学报. (待发表).[8]Yang Jian and Yang Jing-yu. Why can LDA be performed inPCA transformed space[J].Pattern Recognition.2003, 36:563-566
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出版历程
  • 收稿日期:  2008-12-08
  • 修回日期:  2009-09-25
  • 刊出日期:  2009-12-19

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