Discriminant analysis and similarity measure

Pattern Recognition

Volumn 47, Issue 1, 2014, Pages 359-367

  Liu, Chengjun ^a  

^a University Heights   (United States)

Author keywords

Bayes decision rule; Cosine similarity measure; Discriminant analysis; Face recognition; Face Recognition Grand Challenge (FRGC); New similarity measure; Normalized correlation; Pattern recognition

Indexed keywords

BAYES DECISION RULES; COSINE SIMILARITY MEASURES; FACE RECOGNITION GRAND CHALLENGES; NORMALIZED CORRELATION; SIMILARITY MEASURE;

DISCRIMINANT ANALYSIS; EXPERIMENTS; PATTERN RECOGNITION;

FACE RECOGNITION;

EID: 84885022051     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2013.06.023     Document Type: Article

References (32)

1. P.N. Belhumeur, J.P. Hespanha, and D.J. 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)
2. J.R. Beveridge, G.H. Givens, P.J. Phillips, and B.A. Draper Factors that influence algorithm performance in the face recognition grand challenge Computer Vision and Image Understanding 113 6 2009 750 762
3. C.M. Bishop Pattern Recognition and Machine Learning 2006 Springer
4. S. Chambon, and A. Crouzil Similarity measures for image matching despite occlusions in stereo vision Pattern Recognition 44 9 2011 2063 2075
5. K. Etemad, and R. Chellappa Discriminant analysis for recognition of human face images Journal of the Optical Society of America A 14 1997 1724 1733 (Pubitemid 127569239)
6. K. Fukunaga Introduction to Statistical Pattern Recognition second ed. 1990 Academic Press
7. R.C. Gonzalez, and R.E. Woods Digital Image Processing third ed. 2008 Pearson Prentice Hall
8. P.H. Hennings-Yeomans, B.V.K. Kumar, S. Baker, Robust low-resolution face identification and verification using high-resolution features, in: IEEE International Conference on Image Processing, Cairo, Egypt, November 2009, pp. 486-494.
9. R.A. Horn, and C.R. Johnson Matrix Analysis 1985 Cambridge University Press
10. J.B. Huang, M.H. Yang, Fast sparse representation with prototypes, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, San Francisco, CA, June, 2010.
11. I.T. Jolliffe Principal Component Analysis 1986 Springer New York
12. M. Kirby, and L. Sirovich Application of the Karhunen-Loeve procedure for the characterization of human faces IEEE Transactions on Pattern Analysis and Machine Intelligence 12 1 1990 103 108 (Pubitemid 20653605)
13. C. Liu Enhanced independent component analysis and its application to content based face image retrieval IEEE Transactions on Systems, Man, and Cybernetics, Part B Cybernetics 34 2 2004 1117 1127
14. C. Liu Capitalize on dimensionality increasing techniques for improving face recognition grand challenge performance IEEE Transactions on Pattern Analysis and Machine Intelligence 28 5 2006 725 737
15. C. Liu The Bayes decision rule induced similarity measures IEEE Transactions on Pattern Analysis and Machine Intelligence 29 6 2007 1086 1090 (Pubitemid 46667418)
16. C. Liu Clarification of assumptions in the relationship between the Bayes decision rule and the whitened cosine similarity measure IEEE Transactions on Pattern Analysis and Machine Intelligence 30 6 2008 1116 1117
17. C. Liu Learning the uncorrelated, independent, and discriminating color spaces for face recognition IEEE Transactions on Information Forensics and Security 3 2 2008 213 222 (Pubitemid 351709455)
18. C. Liu Extracting discriminative color features for face recognition Pattern Recognition Letters 32 2011 1796 1804
19. C. Liu Effective use of color information for large scale face verification Neurocomputing 101 2013 43 51
20. C. Liu, and V. Mago Cross Disciplinary Biometric Systems 2012 Springer
21. C. Liu, and J. Yang ICA color space for pattern recognition IEEE Transactions on Neural Networks 20 2 2009 248 257
22. Z. Liu, and C. Liu A hybrid color and frequency features method for face recognition IEEE Transactions on Image Processing 17 10 2008 1975 1980
23. Z. Liu, and C. Liu Fusion of color, local spatial and global frequency information for face recognition Pattern Recognition 43 8 2010 2882 2890
24. A.J. O'Toole, P.J. Phillips, F. Jiang, J. Ayyad, N. Penard, and H. Abdi Face recognition algorithms surpass humans matching faces across changes in illumination IEEE Transactions on Pattern Analysis and Machine Intelligence 29 9 2007 1642 1646 (Pubitemid 47299917)
25. P.J. Phillips, P.J. Flynn, T. Scruggs, K.W. Bowyer, J. Chang, K. Hoffman, J. Marques, J. Min, W. Worek, Overview of the face recognition grand challenge, in: Proceedngs of the IEEE Conference on Computer Vision and Pattern Recognition, 2005.
26. P. Shih, and C. Liu Comparative assessment of content-based face image retrieval in different color spaces International Journal of Pattern Recognition and Artificial Intelligence 19 7 2005 873 893 (Pubitemid 41643890)
27. V. Struc, N. Pavesic, The corrected normalized correlation coefficient: a novel way of matching score calculation for LDA-based face verification, in: The Fifth International Conference on Fuzzy Systems and Knowledge Discovery, Jinan, Shandong, China, 18-20 October 2008, pp. 110-115.
28. D.L. Swets, and J. Weng Using discriminant eigenfeatures for image retrieval IEEE Transactions on Pattern Analysis and Machine Intelligence 18 8 1996 831 836 (Pubitemid 126772824)
29. K.H. Thung, R. Paramesran, and C.L. Lim Content-based image quality metric using similarity measure of moment vectors Pattern Recognition 45 6 2012 2193 2204
30. M. Turk, and A. Pentland Eigenfaces for recognition Journal of Cognitive Neuroscience 13 1 1991 71 86
31. J. Yang, C. Liu, and L. Zhang Color space normalization enhancing the discriminating power of color spaces for face recognition Pattern Recognition 43 4 2010 1454 1466
32. M.H. Yang, D. Kriegman, and N. Ahuja An evaluation of multi-modal 2D+3D face biometrics IEEE Transactions on Pattern Analysis and Machine Intelligence 24 1 2002 34 58