Robust face recognition via adaptive sparse representation

IEEE Transactions on Cybernetics

Volumn 44, Issue 12, 2014, Pages 2368-2378

  Wang, Jing ^a   Lu, Canyi ^b   Wang, Meng ^a   Li, Peipei ^a   Yan, Shuicheng ^b   Hu, Xuegang ^a  

^a HEFEI UNIVERSITY OF TECHNOLOGY   (China)

^b NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

Correlation; Face recognition; Sparse representation based classification; Trace lasso

Indexed keywords

CORRELATION METHODS;

CORRELATION STRUCTURE; DISCRIMINATIVE ABILITY; HIGHLY-CORRELATED; LOW CORRELATION; REPRESENTATION MODEL; SPARSE REPRESENTATION; STATE-OF-THE-ART METHODS; TRACE LASSO;

FACE RECOGNITION;

EID: 84911935458     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCYB.2014.2307067     Document Type: Article

References (47)

1. W. Zhao, R. Chellappa, P. Phillips, and A. Rosenfeld, "Face recognition: A literature survey," ACM CSUR, vol. 35, no. 4, pp. 399-458, 2003.
2. E. G. Ortiz, A. Wright, and M. Shah, "Face recognition in movie trailers via mean sequence sparse representation-based classification," in Proc. IEEE Conf. CVPR, 2013, pp. 3531-3538.
3. O. Ocegueda, T. Fang, S. Shah, and I. Kakadiaris, "3D-face discriminant analysis using gauss-markov posterior marginals," IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 3, pp. 728-739, Mar. 2013.
4. R. Brunelli and T. Poggio, "Face recognition: Features versus templates," IEEE Trans. Pattern Anal. Mach. Intell., vol. 15, no. 10, pp. 1042-1052, Oct. 1993.
5. B. Heisele, P. Ho, J. Wu, and T. Poggio, "Face recognition: Component-based versus global approaches," Comput. Vision Image Understanding, vol. 91, no. 1, pp. 6-21, 2003.
6. E. Kokiopoulou and Y. Saad, "Orthogonal neighborhood preserving projections: A projection-based dimensionality reduction technique," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 12, pp. 2143-2156, Dec. 2007.
7. J. Lu, Y. Tan, and G. Wang, "Discriminative multi-manifold analysis for face recognition from a single training sample per person," in Proc. IEEE ICCV, 2011, pp. 1943-1950.
8. M. Turk and A. Pentland, "Face recognition using eigenfaces," in Proc. IEEE Comput. Soc. Conf. CVPR, 1991, pp. 586-591.
9. J. G. Daugman, "Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical filters," Opt. Soc. Amer. J. A: Opt. Image Sci., vol. 2, no. 7, pp. 1160-1169, 1985.
10. T. Zhang, Y. Tang, B. Fang, Z. Shang, and X. Liu, "Face recognition under varying illumination using gradientfaces," IEEE Trans. Image Process., vol. 18, no. 11, pp. 2599-2606, Nov. 2009.
11. G. Tzimiropoulos, S. Zafeiriou, and M. Pantic, "Subspace learning from image gradient orientations," IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 12, pp. 2454-2466, Dec. 2012.
12. C. H. Chan, M. A. Tahir, J. Kittler, and M. Pietikainen, "Multiscale local phase quantisation for robust component-based face recognition using kernel fusion of multiple descriptors," IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 5, pp. 1164-1177, May 2013.
13. C.-C. Chang and C.-J. Lin, "LIBSVM: A library for support vector machines," ACM Trans. Intell. Syst. Technol., vol. 2, no. 3, pp. 27:1-27:27, 2011.
14. Y. Freund, R. Schapire, and N. Abe, "A short introduction to boosting," J.-Japan. Soc. Artif. Intell., vol. 14, no. 771-780, p. 1612, 1999.
15. J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma, "Robust face recognition via sparse representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 2, pp. 210-227, Feb. 2009.
16. S. Shan, W. Gao, and D. Zhao, "Face identification from a single example image based on face-specific subspace (fss)," in Proc. ICASSP, 2002, pp. 2125-2128.
17. E. Elhamifar and R. Vidal, "Robust classification using structured sparse representation," in Proc. IEEE Conf. CVPR, 2011, pp. 1873-1879.
18. S. Gao, I. Tsang, and L. Chia, "Kernel sparse representation for image classification and face recognition," in Proc. Eur. Conf. Comput. Vision, 2010, pp. 1-14.
19. B. Cheng, J. Yang, S. Yan, and T. Fu, "Learning with l1-graph for image analysis," IEEE Trans. Image Process., vol. 19, no. 4, pp. 858-866, Apr. 2010.
20. J. Yang, K. Yu, Y. Gong, and T. Huang, "Linear spatial pyramid matching using sparse coding for image classification," in Proc. IEEE Conf. Comput. Vision Pattern Recognit., 2009, pp. 1794-1801.
21. W. Deng, J. Hu, and J. Guo, "Extended SRC: Undersampled face recognition via intraclass variant dictionary," IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 9, pp. 1864-1870, Sep. 2012.
22. G. Tzimiropoulos, S. Zafeiriou, and M. Pantic, "Sparse representations of image gradient orientations for visual recognition and tracking," in Proc. IEEE Comput. Soc. Conf. CVPRW, 2011, pp. 26-33.
23. J. Wang, J. Yang, K. Yu, F. Lv, T. Huang, and Y. Gong, "Locality-constrained linear coding for image classification," in Proc. IEEE Conf. Comput. Vision Pattern Recognit., 2010, pp. 3360-3367.
24. J. Lu, Y. Tan, G. Wang, and Y. Gao, "Image-to-set face recognition using locality repulsion projections and sparse reconstruction-based similarity measure," IEEE Trans. Circuits Syst. Video Technol., vol. 23, no. 6, pp. 1070-1080, Jun. 2013.
25. M. Wang, Y. Gao, K. Lu, and Y. Rui, "View-based discriminative probabilistic modeling for 3d object retrieval and recognition," IEEE Trans. Image Process., vol. 22, no. 4, pp. 1395-1407, Apr. 2013.
26. M. Wang, B. Ni, X.-S. Hua, and T.-S. Chua, "Assistive tagging: A survey of multimedia tagging with human-computer joint exploration," ACM Comput. Surveys, vol. 44, no. 4, p. 25, 2012.
27. R. Rigamonti, M. Brown, and V. Lepetit, "Are sparse representations really relevant for image classification?" in Proc. CVPR, 2011, pp. 1545-1552.
28. G. Edouard, O. Guillaume, and B. Francis, "Trace lasso: A trace norm regularization for correlated designs," in Proc. Advances Neural Inform. Process. Syst., 2011, pp. 2187-2195.
29. Y. Yang, Z. Ma, A. Hauptmann, and N. Sebe, "Feature selection for multimedia analysis by sharing information among multiple tasks," IEEE Trans. Multimedia, vol. 15, no. 3, pp. 661-669, Apr. 2013.
30. Z. Ma, Y. Yang, Y. Cai, N. Sebe, and A. G. Hauptmann, "Knowledge adaptation for ad hoc multimedia event detection with few exemplars," in Proc. ACM Int. Conf. Multimedia, 2012, pp. 469-478.
31. S. Li and J. Lu, "Face recognition using the nearest feature line method," IEEE Trans. Neural Netw., vol. 10, no. 2, pp. 439-443, Mar. 1999.
32. J. Chien and C. Wu, "Discriminant waveletfaces and nearest feature classifiers for face recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 12, pp. 1644-1649, Dec. 2002.
33. D. Donoho, "For most large underdetermined systems of linear equations the minimal l(1)-norm solution is also the sparsest solution," Commun. Pure Appl. Math., vol. 59, no. 6, pp. 797-29, 2006.
34. E. Candes, J. Romberg, and T. Tao, "Stable signal recovery from incomplete and inaccurate measurements," Commun. Pure Appl. Math., vol. 59, no. 8, pp. 1207-1223, 2006.
35. A. Wagner, J. Wright, A. Ganesh, Z. Zhou, and Y. Ma, "Towards a practical face recognition system: Robust registration and illumination by sparse representation," in Proc. IEEE Conf. CVPR, 2009, pp. 597-604.
36. H. Zou and T. Hastie, "Regularization and variable selection via the elastic net," J. Royal Statist. Soc.: Series B (Statist. Methodology), vol. 67, no. 2, pp. 301-320, 2005.
37. A. Li, S. Shan, X. Chen, and W. Gao, "Maximizing intra-individual correlations for face recognition across pose differences," in Proc. CVPR, 2009, pp. 605-611.
38. L. Zhang, M. Yang, and X. Feng, "Sparse representation or collaborative representation: Which helps face recognition?" in Proc. IEEE Int. Conf. Comput. Vision, 2011, pp. 471-478.
39. E. J. Candes, X. D. Li, Y. Ma, and J. Wright, "Robust principal component analysis?" J. ACM, vol. 58, no. 1, pp. 1-37, 2011.
40. G. Liu, Z. Lin, and Y. Yu, "Robust subspace segmentation by low-rank representation," in Proc. ICML, 2010, pp. 663-670.
41. Z. Lin, M. Chen, L. Wu, and Y. Ma, "The augmented lagrange multiplier method for exact recovery of a corrupted low-rank matrices," UIUC Tech. Rep., Rep. UILU-ENG-09-2215, 2009.
42. J.-F. Cai, E. J. Cand'es, and Z. Shen, "A singular value thresholding algorithm for matrix completion," SIAM J. Optimization, vol. 20, no. 4, pp. 1956-1982, 2010.
43. 1-minimization: Methodology and convergence," SIAM J. Optimization, vol. 19, no. 3, pp. 1107-1130, 2008.
44. P. Belhumeur, J. Hespanha, and D. Kriegman, "Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection," IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 7, pp. 711-720, Jul. 1997.
45. F. Samaria and A. Harter, "Parameterisation of a stochastic model for human face identification," in Proc. IEEE Workshop Applicat. Comput. Vision, 1994, pp. 138-142.
46. A. Martinez, "The AR face database," CVC Tech. Rep. 24, The Ohio State Univ., 1998.
47. K. Bache and M. Lichman. (2013). UCI Machine Learning Repository [Online]. Available: http://archive.ics.uci.edu/ml