Discriminant NMFfaces for frontal face verification

2005 IEEE Workshop on Machine Learning for Signal Processing

Volumn , Issue , 2005, Pages 355-359

  Zafeiriou, Stefanos ^a   Tefas, Anastasios ^a   Pitas, Ioannis ^a  

^a ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

DATABASE SYSTEMS; EIGENVALUES AND EIGENFUNCTIONS; FEATURE EXTRACTION; PROBLEM SOLVING;

FACE VERIFICATION; FISHERFACES; LINEAR DISCRIMINANT ANALYSIS (LDA);

FACE RECOGNITION;

EID: 33749048094     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MLSP.2005.1532928     Document Type: Conference Paper

References (17)

1. M. Kirby and L. Sirovich, "Application of the karhunen-loeve procedure for the characterization of human faces.," IEEE Transactions Pattern Analysis and Machine Intelligence, vol. 12, no. 1, pp. 103-108, Jan. 1990.
2. D.D. Lee and H.S. Seung, "Learning the parts of objects by non-negative matrix factorization," Nature, vol. 401, pp. 788-791, 1999.
3. S.Z. Li, X.W. Hou, and H.J. Zhang, "Learning spatially localized, parts-based representation," in CVPR, Kauai, HI, USA, December 8-14 2001, pp. 207-212.
4. 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, vol. 19, no. 7, pp. 711-720, July 1997.
5. D. L. Swets and J. Weng, "Using discriminant eigen-features for image retrieval," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 18, no. 8, pp. 831-836, 1996.
6. L. Chengjun, "Gabor-based kernel PCA with fractional power polynomial models for face recognition," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 26, no. 5, pp. 572-581, May 2004.
7. D.D. Lee and H.S. Seung, "Algorithms for non-negative matrix factorization," in NIPS, 2000, pp. 556-562.
8. G.H. Golub and C.F. VanLoan, Matrix Computations, third ed. John Hopkins Univ. Press, 1996.
9. J. Ye, R. Janardan, C. H. Park, and H. Park, "An optimization criterion for generalized discriminant analysis on undersampled problems," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 26, no. 8, pp. 982-994, 2004.
10. I. Buciu and I. Pitas, "A new sparse image representation algorithm applied to facial expression recognition," in MLSP, Sao Lus, Brazil, Sep. 29 - Oct. 1st 2004.
11. L. Juwei, K.N. Plataniotis, and A.N. Venetsanopoulos, "Face recognition using kernel direct discriminant analysis algorithms," IEEE Transactions on Neural Networks, vol. 14, no. 1, pp. 117-126, 2003.
12. L. Juwei, K.N. Plataniotis, and A.N. Venetsanopoulos, "Face recognition using lda-based algorithms," IEEE Transactions on Neural Networks, vol. 14, no. 1, pp. 195-200, 2003.
13. H. Cevikalp, M. Neamtu, M. Wilkes, and A. Barkana, "Discriminative common vectors for face recognition," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 1, pp. 4-13, 2005.
14. J. Yang, A.F. Frangi, J. Yang, D. Zhang, and Z. Jin, "KPCA plus LDA: A complete kernel fisher discriminant framework for feature extraction and recognition," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 2, pp. 230-244, 2005.
15. M. Turk and A. P. Pentland, "Eigenfaces for recognition.," Journal of Cognitive Neuroscience, vol. 3, no. 1, pp. 71-86, 1991.
16. K. Messer, J. Matas, J.V. Kittler, J. Luettin, and G. Maitre, "Xm2vtsdb: The extended m2vts database," in AVBPA'99, 1999, pp. 72-77.
17. A. Tefas, C. Kotropoulos, and I. Pitas, "Using support vector machines to enhance the performance of elastic graph matching for frontal face authentication," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 7, pp. 735-746, 2001.