Combining AAM coefficients with LGBP histograms in the multi-kernel SVM framework to detect facial action units

2011 IEEE International Conference on Automatic Face and Gesture Recognition and Workshops, FG 2011

Volumn , Issue , 2011, Pages 860-865

  Senechal, Thibaud ^a   Rapp, Vincent ^a,b   Salam, Hanan ^c   Seguier, Renaud ^c   Bailly, Kevin ^d   Prevost, Lionel ^b  

^a UNIVERSITÉ PIERRE ET MARIE CURIE   (France)

^b UNIVERSITY OF THE WEST INDIES   (Trinidad and Tobago)

^c IETR   (France)

^d INSTITUT TELECOM   (France)

Author keywords

[No Author keywords available]

Indexed keywords

ACTION UNIT; BINARY PATTERNS; FACE IMAGES; FACIAL ACTION; HISTOGRAM INTERSECTION KERNELS; KERNEL MATRICES; MULTI-KERNEL; RBF KERNELS;

FACE RECOGNITION; FEATURE EXTRACTION; GRAPHIC METHODS; STATISTICAL METHODS;

GESTURE RECOGNITION;

EID: 79958762765     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/FG.2011.5771363     Document Type: Conference Paper

References (13)

1. T. Banziger and K. R. Scherer, "Using actor portrayals to systematically study multimodal emotion expression: The gemep corpus," 2007.
2. W. Zhang, S. Shan, W. Gao, X. Chen, and H. Zhang, "Lgbphs: A novel non-statistical model for face representation and recognition," in Proc. IEEE Int'l Conf. on Computer Vision (ICCV '05), 2005.
3. T. Cootes, G. Edwards, and C. Taylor, "Active appearance models," Proc. IEEE European Conference on Computer Vision (ECCV '98), p. 484, 1998.
4. A. Rakotomamonjy, F. Bach, S. Canu, and Y. Grandvalet, "SimpleMKL," Journal of Machine Learning Research, vol. 9, pp. 2491-2521, 2008.
5. V. Rapp, T. Senechal, K. Bailly, and L. Prevost, "Multiple kernel learning svm and statistical validation for facial landmark detection," IEEE Int'l. Conf. Face and Gesture Recognition (FG'11), March 2011 (accepted for publication).
6. T. Ojala, M. Pietikainen, and D. Harwood, "A comparative study of texture measures with classification based on featured distributions," Pattern Recognition, vol. 29, no. 1, pp. 51-59, 1996.
7. A. Sattar, Y. Aidarous, and R. Seguier, "Gagm-aam: a genetic optimization with gaussian mixtures for active appearance models," in IEEE International Conference on Image Processing. (ICIP'08)., pp. 3220-3223, 2008.
8. B. Scholkopf and A. Smola, Learning with Kernels. MIT Presss, 2002.
9. G. Lanckriet, N. Cristianini, P. Bartlett, L. Ghaoui, and M. Jordan, "Learning the kernel matrix with semidefinite programming," The Journal of Machine Learning Research, vol. 5, p. 27, 2004.
10. T. Senechal, K. Bailly, and L. Prevost, "Automatic facial action detection using histogram variation between emotional states," Proc. Int'l Conf. Pattern Recognition (ICPR'10), 2010.
11. T. Kanade, J. Cohn, and Y. Tian, "Comprehensive database for facial expression analysis," in Proc. IEEE Int'l Conf. Automatic Face and Gesture Recognition (AFGR '00), pp. 46-53, 2000.
12. A. Savran, N. Alyuz, H. Dibeklioglu, O. Celiktutan, B. Gokberk, B. Sankur, and L. Akarun, "Bosphorus database for 3d face analysis," Biometrics and Identity Management, pp. 47-56, 2008.
13. M. Valstar, B. Jiang, M. Ḿehu, M. Pantic, and K. Scherer, "The first facial expression recognition and analysis challenge," IEEE Int'l. Conf. Face and Gesture Recognition (FG'11), 2011.