Robust talking face video verification using joint factor analysis and sparse representation on GMM mean shifted supervectors

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2011, Pages 1481-1484

  Li, Ming ^a   Narayanan, Shrikanth ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

face video recognition; GMM supervector; joint factor analysis; sparse representation

Indexed keywords

BASELINE SYSTEMS; EQUAL ERROR RATE; FACE VERIFICATION; FACIAL EXPRESSIONS; GAUSSIAN MIXTURE MODEL; JOINT FACTOR ANALYSIS; LIGHTING CONDITIONS; LOCAL FEATURE; MAXIMUM A POSTERIORI; OVER-COMPLETE; QUADRATIC CONSTRAINT; RECORDING DEVICES; RELATIVE ERRORS; SPARSE REPRESENTATION; SUPERVECTOR; UNIVERSAL BACKGROUND MODEL; VIDEO DATABASE; VIDEO RECOGNITION;

FEATURE EXTRACTION; SIGNAL PROCESSING; SPEECH COMMUNICATION; SPEECH RECOGNITION;

FACE RECOGNITION;

EID: 80051633581     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2011.5946773     Document Type: Conference Paper

References (19)

1. S. Zhou, V. Krueger, and R. Chellappa, "Probabilistic recognition of human faces from video," Computer Vision and Image Understanding, vol. 91, no. 1-2, pp. 214-245, 2003.
2. F. Cardinaux, C. Sanderson, and S. Bengio, "User authentication via adapted statistical models of face images," IEEE Trans. Signal Processing, vol. 54, no. 1, pp. 361-373, 2005.
3. N. Poh, C. Chan, J. Kittler, S. Marcel, C. Cool, E. Rúa, J. Castro, M. Villegas, R. Paredes, V. Ştruc, et al., "Face video competition," Lecture Notes in Computer Science, vol. 5558, pp. 715-724, 2009.
4. K.C. Lee, J. Ho, M.H. Yang, and D. Kriegman, "Video-based face recognition using probabilistic appearance manifolds," in CVPR, 2003, vol. 1, p. 313.
5. H. Bredin, G. Aversano, C. Mokbel, and G. Chollet, "The biosecure talking-face reference system," in 2nd Workshop on Multimodal User Authentication, 2006.
6. N. Poh, J. Kittler, S. Marcel, D. Matrouf, and J.F. Bonastre, "Model and Score Adaptation for Biometric Systems: Coping With Device Interoperability and Changing Acquisition Conditions," in ICPR, 2010, pp. 1229-1232.
7. P. Kenny, G. Boulianne, P. Ouellet, and P. Dumouchel, "Joint factor analysis versus eigenchannels in speaker recognition," IEEE Trans. Audio, Speech, and Language Processing, vol. 15, no. 4, pp. 1435-1447, 2007.
8. W.M. Campbell, D.E. Sturim, and D.A. Reynolds, "Support vector machines using GMM supervectors for speaker verification," IEEE Signal Processing Letters, vol. 13, no. 5, pp. 308-311, 2006.
9. I. Naseem, R. Togneri, and M. Bennamoun, "Sparse Representation for Speaker Identification," in ICPR, 2010, p. 4460.
10. J. Wright, A.Y. Yang, A. Ganesh, S.S. Sastry, and Y. Ma, "Robust face recognition via sparse representation," IEEE Trans. Pattern Anal Mach Intell, vol. 31, no. 2, pp. 210-227, 2008.
11. I. Fasel, R. Dahl, J. Hershey, and B. Fortenberry, The Machine Perception Toolbox, http://sourceforge.net/projects/mptbox/.
12. J.R. Beveridge, D. Bolme, B.A. Draper, and M. Teixeira, "The CSU face identification evaluation system," Machine vision and applications, vol. 16, no. 2, pp. 128-138, 2005.
13. C. Sanderson and KK Paliwal, "Fast feature extraction method for robust face verification," Electronics Letters, vol. 38, no. 25, pp. 1648-1650, 2002.
14. D.A. Reynolds, T.F. Quatieri, and R.B. Dunn, "Speaker verification using adapted Gaussian mixture models," Digital signal processing, vol. 10, no. 1-3, pp. 19-41, 2000.
15. C. Barras and J.L. Gauvain, "Feature and score normalization for speaker verification of cellular data," in ICASSP, 2003, vol. 2.
16. D.L. Donoho, "For most large underdetermined systems of linear equations the minimal l1-norm solution is also the sparsest solution," Communications on pure and applied mathematics, vol. 59, no. 6, pp. 797-829, 2006.
17. M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation," IEEE Trans. Signal Processing, vol. 54, no. 11, pp. 4311-4322, 2006.
18. E. Bailly-Bailliere, S. Bengio, F. Bimbot, M. Hamouz, J. Kittler, J. Mariethoz, J. Matas, K. Messer, V. Popovici, F. Poree, et al., "The BANCA Database and Evaluation Protocol," Lecture Notes in Computer Science, vol. 2688, pp. 625-638, 2009.
19. E. Van Den Berg and M.P. Friedlander, "Probing the Pareto frontier for basis pursuit solutions," SIAM Journal on Scientific Computing, vol. 31, no. 2, pp. 890-912, 2008.