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Volume 32 Issue 6
Jun.  2010
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Chen Jiang-feng, Yuan Bao-zong. A Direct LGE Algorithm and Its Application to Face Recognition[J]. Journal of Electronics & Information Technology, 2010, 32(6): 1311-1315. doi: 10.3724/SP.J.1146.2008.01111
Citation: Chen Jiang-feng, Yuan Bao-zong. A Direct LGE Algorithm and Its Application to Face Recognition[J]. Journal of Electronics & Information Technology, 2010, 32(6): 1311-1315. doi: 10.3724/SP.J.1146.2008.01111

A Direct LGE Algorithm and Its Application to Face Recognition

doi: 10.3724/SP.J.1146.2008.01111
  • Received Date: 2008-09-08
  • Rev Recd Date: 2010-03-30
  • Publish Date: 2010-06-19
  • The algorithms of Graph Embedding model the manifold of data set by an undirected weighted graph. Some manifold learning algorithms can be unified by this framework according to the respective weighted matrix. For the small sample size problem, Linearization of Graph Embedding (LGE) needs to project the data to the PCA subspace. In this paper, a Direct LGE (DLGE) algorithm is proposed which can directly extract features from the data set. Moreover, DLGE employs the least-squares orthogonalization for the preserving feature vectors. The simulation results on several face databases show that DLGE has better ability for face representation, and also demonstrate the effectiveness and robustness of our proposed algorithm.
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  • Seung H Sebastian and Lee Daniel D. The manifold ways of perception [J].Science.2000, 290(5500):2268-2279[2]Turk M and Pentland A P. Face recognition using eigenfaces [C]. IEEE Conf. Computer Vision and Pattern Recognition, Maui, HI, USA, Jun. 3-6, 1991: 586-591.[3]Belhumeur P N, Hespanha J P, and Kriegman D J. Eigenfaces vsfisherfaces: recognition using class specific linear projection [J].. IEEE Transactions on Pattern Analysis and Machine Intelligence.1997, 19(7):711-720[4]Yang M H. Kernel eigenfaces vs. kernel fisherfaces: Face recognition using kernel methods [C]. Fifth IEEE International Conference on Automatic Face and Gesture Recognition (FG02), Washington, USA, May 1-3, 2002: 411-416.[5]Roweis S T and Lawrence K Saul. Nonlinear dimensionality reduction by locally linear embedding [J].Science.2000, 290(5500):2323-2326[6]Belkin M and Niyogi P. Laplacian eigenmaps and spectral techniques for embedding and clustering [C]. Advances in Neural Information Processing Systems 14, Vancouver, British Columbia, Canada, Dec. 3-8, 2001: 585-591.[7]Yan Shuicheng, Xu Dong, and Zhang Benyu, et al.. Graph embedding and extensions: A general framework for dimensionality reduction [J].IEEE Transactions on Pattern Analysis and Machine Intelligence.2007, 29(1):40-51[8]Cai Deng.[J].He Xiaofei, and Han Jiawei. Spectral regression for efficient regularized subspace learning [C]. IEEE International Conference on Computer Vision (ICCV07), Rio de Janeiro, Brazil, Oct. 14-2.2007,:-[9]Cai Deng, He Xiaofei, and Han Jiawei. SRDA: an efficient algorithm for large scale discriminant analysis [J].IEEE Transactions on Knowledge and Data Engineering.2008, 20(1):1-12[10]He Xiaofei.[J].Cai Deng, and Yan Shuicheng, et al.. Neighborhood preserving embedding [C]. Tenth IEEE International Conference on Computer Vision (ICCV2005), Beijing, China, Oct. 17-2.2005,:-[11]He Xiaofei, Yan Shuicheng, and Hu Yuxiao, et al.. Face recognition using laplacianfaces [J].IEEE Transactions on Pattern Analysis and Machine Intelligence.2005, 27(3):328-340[12]Cai Deng, He Xiaofei, and Han Jiawei, et al.. Orthogonal laplacianfaces for face recognition [J].IEEE Transactions on Image Processing.2006, 15(11):3608-3614[13]Eldar Y C. Least-squares orthogonalization using semidefinite programming [J]. Linear Alg. Appl., 2007, 412( Issues 2-3): 453-470.[14]Yu H Yang J. A direct LDA algorithm for high-dimensional data with application to face recognition [J].Pattern Recognition.2001, 34(3):2067-2070[15]Cai Deng, He Xiaofei, and Han Jiawei. Semi-supervised discriminant analysis[C]. IEEE International Conference on Computer Vision (ICCV), Rio de Janeiro, Brazil, Oct. 14-20, 2007: 21-27.
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