Methodological improvement on local Gabor face recognition based on feature selection and enhanced Borda count

Pattern Recognition

Volumn 44, Issue 4, 2011, Pages 951-963

  Perez, Claudio A ^a   Cament, Leonardo A ^a   Castillo, Luis E ^a  

^a UNIVERSITY OF CHILE   (Chile)

Author keywords

Enhanced Borda count; Entropy feature selection; Face recognition; Gabor jets; Genetic feature selection

Indexed keywords

BORDA COUNT; CLASSIFICATION RATES; COMPUTATIONAL TIME; FACE DATABASE; FACE RECOGNITION RATES; FEATURE SELECTION; FERET DATABASE; GABORJETS; HUMAN COMPUTER INTERFACES; ILLUMINATION CHANGES; POSE VARIATION; REAL-TIME FACE RECOGNITION; RECOGNITION ERROR; RECOGNITION RATES; VOTING PROCESS;

DATABASE SYSTEMS; ENTROPY; ERROR DETECTION; FEATURE EXTRACTION; INTERFACES (COMPUTER); ROTATION;

FACE RECOGNITION;

EID: 78650275922     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2010.10.017     Document Type: Article

References (64)

1. http://www.tfl.gov.uk/corporate/media/newscentre/archive/11756.aspx
2. http://www.telegraph.co.uk/news/worldnews/europe/france/3209808/ Paris-to-quadruple-number-of-CCTV-cameras.html
3. http://www.metromadrid.es/es/comunicacion/prensa/noticia205.html
4. http://www.metrosantiago.cl/sala-prensa-detalle.php?c= 4c5bde74a8f110656874902f07378009
5. X. Zhang, and Y. Gao Face recognition across pose: a review Pattern Recognition 42 2009 2876 2896
6. S. Mason Is there a need for identity cards? Computer Fraud & Security 9 2004 8 14
7. H.H. Liu, and C.S. Ong Variable selection in clustering for marketing segmentation using genetic algorithms Expert Systems with Applications 34 1 2008 502 510 (Pubitemid 46756279)
8. P. Campadelli, R. Lanzarotti, and G. Lipori Precise eye and mouth localization International Journal of Pattern Recognition and Artificial Intelligence (IJPRAI) 23 3 2009 359 377
9. C. Perez, V. Lazcano, P. Estevez, C. Held, and Real-Time Template Based Face Iris detection on rotated faces International Journal of Optomechatronics 3 1 2009 54 67
10. C.A. Perez, V.A. Lazcano, and P.A. Estvez. Real-time Iris detection on coronal-axis-rotated faces IEEE Transactions on Systems, Man and CyberneticsPart C: Applications and Reviews 37 5 2007 971 978
11. C.A. Perez, C.M. Aravena, J.I. Vallejos, P.A. Estevez, and C.M. Held Face and Iris localization using templates designed by particle swarm optimization Pattern Recognition Letters 31 2010 2010 857 868
12. C.A. Perez, C.A. Salinas, P.A. Estevez, and P.M. Valenzuela Genetic design of biologically inspired receptive fields for neural pattern recognition IEEE Transactions on Systems Man and Cybernetics Part BCybernetics 33 2 2003 258 270
13. C.A. Perez, G.D. Gonzalez, L.E. Medina, and F.J. Galdames Linear versus nonlinear neural modeling for 2-D pattern recognition IEEE Transactions on Systems Man and Cybernetics Part ASystems and Humans 35 6 2005 955 964
14. M. Turk, A. Pentland, Face recognition using eigenfaces, in: Proceedings IEEE Conference on Computer Society, CVPR '91, Maui, HI, USA, 1991, pp. 586591.
15. P. Belhumeur, J Hespanha, and D. Kriegman Eigenfaces vs. fisherfaces: recognition using class specific linear projection IEEE Transactions on Pattern Analysis and Machine Intelligence 19 7 1997 711 720 (Pubitemid 127762263)
16. C. Podilchuk, X. Zhang, Face recognition using DCT-based feature vectors, in: Proceedings IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP'96, Washington, DC, USA, 1996, vol. 4, pp. 21442147.
17. Z.M. Hafed, and M.D. Levine Face recognition using discrete cosine transform International Journal of Computer Vision 43 3 2001 167 188 (Pubitemid 32897611)
18. M. Faundez-Zanuy, J. Roure, V. Espinosa-Duro, and J.A. Ortega An efficient face verification method in a transformed domain Pattern Recognition Letters 28 7 2007 854 858 (Pubitemid 46290587)
19. B. Li, C.-H. Zheng, and D.-S. Huang Locally linear discriminant embedding: an efficient method for face recognition Pattern Recognition 41 12 2008 3813 3821
20. S.T. Roweis, and L.K. Saul Nonlinear dimensionality reduction by locally linear embedding Science 290 5500 2000 2323 2326 (Pubitemid 32041578)
21. L.K. Saul, and S.T. Roweis Think globally, fit locally: unsupervised learning of low dimensional manifolds Journal of Machine Learning Research 4 2003 119 155
22. F. Wang, J. Wang, C. Zhang, and J. Kwok Face recognition using spectral features Pattern Recognition 40 10 2007 2786 2797 (Pubitemid 46782859)
23. B. Schlkopf, A. Smola, and K. Mler Nonlinear component analysis as a kernel eigenvalue problem Neural Computation 10 1998 1299 1319 (Pubitemid 128463674)
24. M. Kyperountas, A. Tefas, and I. Pitas Dynamic training using multistage clustering for face recognition Pattern Recognition 41 3 2008 894 905 (Pubitemid 47632665)
25. E.P. Vivek, and N. Sudha Robust Hausdorff distance measure for face recognition Pattern Recognition 40 2 2007 431 442 (Pubitemid 44637291)
26. T. Ahonen, A. Hadid, and M. Pietikinen Face description with local binary patterns: application to face recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 28 12 2006 2037 2041 (Pubitemid 46405714)
27. P.J. Phillips, H. Wechsler, J. Huang, and P. Rauss The FERET database and evaluation procedure for face recognition algorithms Image and Vision Computing 16 5 1998 295 306 (Pubitemid 128393579)
28. F. Bianconi, and A. Fernndez Evaluation of the effects of Gabor filter parameters on texture classification Pattern Recognition 40 2007 3325 3335 (Pubitemid 47223300)
29. D. Gabor Theory of communication Journal of Institute for Electrical Engineering 93 III/26 1946 429 457
30. V. Kyrki, J.-K. Kamarainen, and H. Klviinen Simple Gabor feature space for invariant object recognition Pattern Recognition Letters 25 2004 311 318 (Pubitemid 38062592)
31. M. Lades, J.C. Vorbrggen, J. Buhmann, J. Lange, C.v.d. Malsburg, R.P. Wrtz, and W. Konen Distortion invariant object recognition in the dynamic link architecture IEEE Transactions on Computers 42 3 1993 300 310
32. J. Wright, A.Y. Yang, A. Ganesh, S.S. Sastry, and Y. Ma Robust face recognition via sparse representation IEEE Transactions on Pattern Analysis and Machine Intelligence 31 2 2009 210 227
33. A. Wagner, J. Wright, A. Ganesh, Z. Zhou, Y. Ma, Towards a practical face recognition system: robust registration and illumination by sparse representation, in: IEEE Conference on Computer Vision and Pattern Recognition CVPR 2009, 2009, pp. 597604.
34. L. Wiskott, J.-M. Fellous, N. Kruger, and C. v. d. Malsburg Face recognition by elastic bunch graph matching IEEE Transactions on Pattern Analysis and Machine Intelligence 19 7 1997 775 779 (Pubitemid 127762270)
35. C. Liu, and H. Wechsler Gabor feature based classification using the enhanced Fisher linear discriminant model for face recognition IEEE Transactions on Image Processing 11 4 2002 467 476 (Pubitemid 34692396)
36. C. Liu, and H. Wechsler Robust coding schemes for indexing and retrieval from large face databases IEEE Transactions on Image Processing 9 1 2000 132 137 (Pubitemid 30562090)
37. W. Zhang, S. Shan, W. Gao, X. Chen, H. Zhang, Local Gabor binary pattern histogram sequence (LGBPHS): a novel non-statistical model for face representation and recognition, in: Proceedings of the Tenth IEEE International Conference on Computer Vision, Beijing, China, 2005, pp. 786791. (Pubitemid 44055035)
38. B. Zhang, S. Shan, X. Chen, and W. Gao Histogram of Gabor phase patterns (HGPP): a novel object representation approach for face recognition IEEE Transactions on Image Processing 16 1 2007 57 68 (Pubitemid 46437469)
39. Z. Lei, S. Li, R. Chu, X. Zhu, Face recognition with local Gabor textons, Lecture Notes in Computer Science, in: Proceedings of the International Conference on Advances in Biometrics, Seoul, Korea, vol. 4642, 2007, pp. 4957.
40. S. Xie, S. Shan, X. Chen, X. Meng, and W. Gao Learned local Gabor patterns for face representation and recognition Signal Processing 89 2009 2333 2344
41. H. V. Nguyen, L. Bai, L. Shen, Local Gabor binary pattern whitened PCA: a novel approach for face recognition from single image per person, in: Proceedings of the Third International Conference on Advances in Biometrics, Alghero, Italy, Lecture Notes in Computer Science, vol. 5558, 2009, pp. 269278.
42. A. Franco, D. Maio, and D. Maltoni 2D face recognition based on supervised subspace learning from 3D models Pattern Recognition 41 12 2008 3822 3833
43. J. Zou, Q. Ji, and G. Nagy A comparative study of local matching approach for face recognition IEEE Transactions on Image Processing 16 10 2007 2617 2628 (Pubitemid 47456027)
44. T.K. Ho, J.J. Hull, and S.N. Srihari Decision combination in multiple classifier systems IEEE Transactions on Pattern Analysis and Machine Intelligence 16 1 1994 66 75
45. B. Gkberk, M. Okan Irfanoglu, L. Akarun, and E. Alpaydin Learning the best subset of local features for face recognition Pattern Recognition 40 5 2007 1520 1532 (Pubitemid 46123381)
46. D. Goldberg Genetic Algorithms in Search, Optimization & Machine Learning 1989 Addison-Wesley
47. M. Mitchell An Introduction to Genetic Algorithms 1996 MIT Press
48. . Serrano, I.M. de Diego, C. Conde, and E. Cabello Recent advances in face biometrics with Gabor wavelets: a review Pattern Recognition Letters 2009 10.1016/j.patrec.2009.11.002
49. J. Friedman, T. Hastie, R. Tibshirani, Additive logistic regression: a statistical view of boosting, Annals of Statistics 28(2) 337374.
50. J. Kittler, M. Hatef, R.P.W Duin, and J. Matas On combining classifiers IEEE Transactions Pattern Analysis and Machine Intelligence 20 3 1998 226 239 (Pubitemid 128741312)
51. A.M. Martinez, R. Benavente, The AR Face Database, CVC Technical Report 24, 1998.
52. A. Georghiades, P. Belhumeur, and D. Kriegman From few to many: illumination cone models for face recognition under variable lighting and pose IEEE Transactions on Pattern Analysis and Machine Intelligence 23 6 2001 643 660 (Pubitemid 32585276)
53. K.-C. Lee, J. Ho, and D. Kriegman Acquiring linear subspaces for face recognition under variable lighting IEEE Transactions on Pattern Analysis and Machine Intelligence 27 5 2005 684 698 (Pubitemid 40608402)
54. F. Samaria, A. Harter, Parameterization of a stochastic model for human face identication, in: Proceedings of the Second IEEE Workshop on Applications of Computer Vision, Sarasota, Florida, 1994, pp.138142.
55. C.E. Shannon A mathematical theory of communication The Bell System Technical Journal 27 379-423 1948 623 656
56. T. Ahonen, A. Hadid, M. Pietikinen, Face Recognition with local binary patterns, in: Proceedings Eighth European Conference on Computer Vision, 2004, pp. 469481. (Pubitemid 38699530)
57. X. Chai, S. Shan, X. Chen, and W. Gao Locally linear regression for pose-invariant face recognition IEEE Transactions on Image Processing 16 7 2007 1716 1725 (Pubitemid 47018870)
58. A. Li,S. Shan, X. Chen, W. Gao, Maximizing intra-individual correlations for face recognition across pose differences, in: IEEE Conference on Computer Vision and Pattern Recognition CVPR 2009, Miami, FL, USA, 2009, pp. 605611.
59. A. Martin, G. Doddington, T. Kamm, M. Ordowski, and M. Przybocki The DET curve in assessment of detection performance European Speech Processing Conference, Eurospeech 4 1997 1895 1898
60. W. Chen, M.J. Er, and S. Wu Illumination compensation and normalization for robust face recognition using discrete cosine transform in logarithm domain IEEE Transactions on Systems, Man, and CyberneticsPart B 36 2006 458 466
61. C.A. Perez, L.E. Castillo, L.A. Cament, P.A. Estevez, and C.M. Held Genetic optimization of illumination compensation methods in cascade for face recognition Electronics Letters 46 7 2010 498 500
62. Y. Guo, Z. Xu, Local Gabor phase difference pattern for face recognition, in: Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), Tampa, FL, 2008, pp. 14.
63. C. Xua, S. Lia, T. Tana, and L. Quan Automatic 3D face recognition from depth and intensity Gabor features Pattern Recognition 42 9 2009 1895 1905
64. M. Kirby, and L. Sirvoich Application of the KarhunenLoeve procedure for the characterization of human faces IEEE Transactions on Pattern Analysis and Machine Intelligence 12 1990 103 108 (Pubitemid 20653605)