Citation: | Hai-Shun Du, Qing-Pu Hu, Dian-Feng Qiao and Ioannis Pitas. Robust Face Recognition via Low-rank Sparse Representation-based Classification. International Journal of Automation and Computing, vol. 12, no. 6, pp. 579-587, 2015. https://doi.org/10.1007/s11633-015-0901-2 |
[1] |
J. B. Tenenbaum, V. de Silva, J. C. Langford. A global geometric framework for nonlinear dimensionality reduction. Science, vol. 290, no. 5500, pp. 2319-2323, 2000.
|
[2] |
S. T. Roweis, L. K. Saul. Nonlinear dimensionality reduction by locally linear embedding. Science, vol. 290, no. 5500, pp. 2323-2326, 2000.
|
[3] |
M. A. Turk, A. P. Pentland. Face recognition using eigenfaces. In Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition, IEEE, Maui, USA, pp. 586-591, 1991.
|
[4] |
P. N. Belhumeur, J. P. Hespanha, D. J. kriegman. Eigenfaces vs. fisherfaces: Recognition using class specific linear projection. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 7, pp. 711-720, 1997.
|
[5] |
X. F. He, S. C. Yan, Y. X. Hu, P. Niyogi, H. J. Zhang. Face recognition using laplacianfaces. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 3, pp. 328-340, 2005.
|
[6] |
S. C. Yan, D. Xu, B. Y. Zhang, H. J. Zhang, Q. Yang, S. Lin. Graph embedding and extensions: A general framework for dimensionality reduction. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, no. 1, pp. 40-51, 2007.
|
[7] |
H. T. Chen, H. W. Chang, T. L. Liu. Local discriminant embedding and its variants. In Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition, IEEE, San Diego, USA, pp. 846-853, 2005.
|
[8] |
G. Q.Wang, L. X. Li, X. B. Guo. Sparsity preserving discriminant embedding for face recognition. Chinese Journal of Scientific Instrument, vol. 35, no. 2, pp. 305-312, 2014. (in Chinese)
|
[9] |
R. O. Duda, P. E. Hart, D.G. Stork. Pattern Classification, 2nd ed., New York, USA: John Wiley & Sons, 2001.
|
[10] |
F. De la Torre, M. J. Black. Robust principal component analysis for computer vision. In Proceedings of the 8th IEEE International Conference on Computer Vision, IEEE, Vancouver, USA, pp. 362-369, 2001.
|
[11] |
Z. Z. Feng, M. Yang, L. Zhang, Y. Liu, D. Zhang. Joint discriminative dimensionality reduction and dictionary learning for face recognition. Pattern Recognition, vol. 46, no. 8, pp. 2134-2143, 2013.
|
[12] |
J. Wright, A. Y. Yang, A. Ganesh, S. Sastry, Y. Ma. Robust face recognition via sparse representation. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 31, no. 2, pp. 210-227, 2009.
|
[13] |
S. S. Chen, D. L. Donoho, M. A. Saunders. Atomic decomposition by basis pursuit. SIAM Review, vol. 43, no. 1, pp. 129-159, 2001.
|
[14] |
S. J. Kim, K. Koh, M. Lustig, S. Boyd, D. Gorinevsky. An interior-point method for large-scale l1-regularized least squares. IEEE Journal of Selected Topics in Signal Processing, vol. 1, no. 4, pp. 606-617, 2007.
|
[15] |
J. F. Yang, Y. Zhang. Alternating direction algorithm for l1-problems in compressive sensing. SIAM Journal on Scientific Computing, vol. 33, no. 1, pp. 250-278, 2011.
|
[16] |
W. H. Deng, J. N. Hu, J. Guo. Extended SRC: Undersampled face recognition via intraclass variant dictionary. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 9, pp. 1864-1870, 2012.
|
[17] |
L. Zhang, M. Yang, X. Feng. Sparse representation or collaborative representation: which helps face recognition: which helps face recognition? In Proceedings of International Conference on Computer Vision, Barcelona, Spain, pp. 471-478, 2011.
|
[18] |
I. Naseem, R. Togneri, M. Bennamoun. Linear regression for face recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 11, pp. 2106-2112, 2010.
|
[19] |
G. C. Liu, Z. C. Lin, S. C. Yan, Y. Yu, Y. Ma. Robust recovery of subspace structures by low-rank representation. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 35, no. 1, pp. 171-184, 2013.
|
[20] |
X. Q. Lu, Y. L.Wang, Y. Yuan. Graph-regularized low-rank representation for destriping of hyperspectral images. IEEE Transactions on Geoscience and Remote Sensing, vol. 51, no. 7, pp. 4009-4018, 2013.
|
[21] |
L. Ma, C. H. Wang, B. H. Xiao, W. Zhou. Sparse representation for face recognition based on discriminative low-rank dictionary learning. In Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE, Providence, USA, pp. 2586-2593, 2012.
|
[22] |
Y. M. Z. Zhang, Z. L. Jiang, L. S. Davis. Learning structured low-rank representation for image classification. In Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE, Portland, USA, pp. 676-683, 2013.
|
[23] |
D. P. Bertsekas. Constrained Optimization and Lagrange Multiplier Methods, New York, USA: Academic Press, 1982.
|
[24] |
Z. C. Lin, R. S. Liu, Z. X. Su. Linearized alternating direction method with adaptive penalty for low-rank representation. In Proceedings of Neural Information Processing Systems, Granada, Spain, pp. 1-9 2011.
|
[25] |
L. S. Zhuang, H. Y. Gao, Z. C. Lin, Y. Ma, X. Zhang, N. H. Yu. Non-negative low rank and sparse graph for semisupervised learning. In Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE, Providence, USA, pp. 2328-2335, 2012.
|
[26] |
N. Zhang, J. Yang. Low-rank representation based discriminative projection for robust feature extraction. Neurocomputing, vol. 111, pp. 13-20, 2013.
|
[27] |
J. F. Cai, E. J. Canèds, Z. W. Shen. A singular value thresholding algorithm for matrix completion. SIAM Journal on Optimization, vol. 20, no. 4, pp. 1956-1982, 2010.
|
[28] |
Z. C. Lin, M. M. Chen, Y. Ma. The augmented Lagrange multiplier method for exact recovery of corrupted lowrank matrices, UIUC Technical Report, UILU-ENG-09-2215, University of Illinois at Urbana-Champaign, USA, 2009.
|
[29] |
A. S. Georghiades, P. N. Belhumeur, D. J. Kriegman. From few to many: Illumination cone models for face recognition under variable lighting and pose. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 6, pp. 643-660, 2001.
|
[30] |
T. Sim, S. Baker, M. Bsat. The CMU pose, illumination, and expression database. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 12, pp. 1615-1618, 2003.
|
[31] |
A. M. Martinez, R. Benavente. The AR face database, CVC Technical Report 24, Purdue University, USA, 1998.
|
[32] |
C. F. Chen, C. P. Wei, Y. C. F. Wang. Low-rank matrix recovery with structural incoherence for robust face recognition. In Proceedings of International Conference on Computer Vision and Pattern Recognition, IEEE, Providence, USA, pp. 2618-2625, 2012.
|