自动化技术、计算机技术 |
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直接LDA在人脸识别中的鉴别力分析 |
赵武锋1,2,沈海斌1,严晓浪1 |
1. 浙江大学 超大规模集成电路设计研究所,浙江 杭州 310027; 2. 浙江大学 信息与电子工程学系,浙江 杭州 310027 |
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Discriminative analysis of direct linear discriminant
analysis for face recognition |
ZHAO Wu-feng1,2, SHEN Hai-bin1 ,YAN Xiao-lang1 |
1. Institute of VLSI Design, Zhejiang University, Hangzhou 310027, China;
2.Department of Information Science and Electlonic Engineering,Zhejiang University, Hangzhou 310027, China |
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[3] LU J, PLATANIOTIS K N, VENETSANOPOULOS A N.Regularization studies of linear discriminant analysis in small sample size scenarios with application to face recognition [J]. Pattern Recognition Letters, 2005,26(2): 181191.
[4] ZHENG YuJie, GUO ZhiBo, YANG Jian, et al. DLDA/QR: a robust direct LDA algorithm for face recognition and its theoretical foundation [J ]. Lecture Notes in Computer Science, 2007, 4426: 379387.
[5] 厉小润, 赵光宙, 赵辽英. 改进的核直接Fisher描述分析与人脸识别[J]. 浙江大学学报:工学版,2008, 42(4): 583589.
LI Xiaorun, ZHAO Guangzhou, ZHAO Liaoying. Improved kernel direct Fisher discriminant analysis and face recognition [J]. Journal of Zhejiang University:Engineering Science, 2008, 42(4): 583589.
[6] HUANG R, LIU Q, LU H, et al. Solving the small sample size problem of LDA [C]∥ Proceedings of International Conference on Pattern Recognition. USA:IEEE, 2002, 3: 2932.
[7] CEVIKALP H, NEAMTU M, WILKES M, et al. Discriminative common vector method with kernels [J]. IEEE Transactions on neural networks, 2006, 17(6): 15501565.
[8] PARK H, PARK C H. A comparison of generalized linear discriminant analysis algorithms [J]. Pattern Recognition, 2008, 41(3) :10831097.
[9] GAO Hui, DAVIS J W. Why direct LDA is not equivalent to LDA [J]. Pattern Recognition, 2006, 39(5): 10021006.
[10] YE Jieping, XIONG Tao. Computational and theoretical analysis of null space and orthogonal linear discriminant analysis [J]. Journal of Machine Learning Research, 2006, 7: 11831204.
[11] BELHUMEUR P N, HESPANHA J P, KRIEGMAN D J. Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1997, 19(7): 711720.
[12] FRIEDMAN J H. Regularized discriminant analysis [J]. Journal of the American Statistical Association, 1989, 84 (405): 165175. |
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