Classifying facial expressions using point-based analytic face model and support vector machines

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn , Issue , 2007, Pages 1008-1013

  Sohail, Abu Sayeed Md ^b   Bhattacharya, Prabir ^a,c  

^a IEEE

^b Dept of Electrical and Computer Engineering   (Canada)

^c Concordia Institute for Information Systems Engineering ^*  (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

DATABASE SYSTEMS; FEATURE EXTRACTION; MATHEMATICAL MODELS; SUPPORT VECTOR MACHINES;

EYEBROWS; FACIAL EXPRESSIONS; MUSCLES MOVEMENT;

FACE RECOGNITION;

EID: 40949149474     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2007.4413713     Document Type: Conference Paper

References (26)

1. G. Donato, M.S. Bartlctt, J.C. Hager, P. Ekman, and T.J. Sejnowski, "Classifying facial actions," IEEE Trans. Pattern Anal. and Machine Intell., vol. 21, no. 10, pp. 974-989, 1999.
2. A. Mehrabian, "Communication without words," Psychology Today, vol. 2, no. 4, pp. 53-56, 1968.
3. G.W. Cottrell, and J. Metcalfe, "EMPATH: Face, emotion, gender recognition using holons," Advances in Neural Information Processing. System, vol. 3, pp. 564-571, 1991.
4. A. Rahardja, A. Sowmya, and W.H. Wilson, "A neural network approach to component versus holistic recognition of facial expression in images," Intelligent Robots and Computer Vision X: Algorithms and Techniques, vol. 1607, pp. 62-70, 1991.
5. H. Kobayashi, and F. Hara, "Recognition of mixed facial expressions and their strength by neural network," IEEE International Workshop on Robot and Human Communication, Tokyo, pp. 381-386, 1992.
6. P. Vanger, R. Honlinger, and H. Haken, "Applications of synergetics in decoding facial expression of emotion," in Proc. IEEE Intl. Conf. on Automatic Face and Gesture Recog., Zurich, June 1995, pp. 24-29.
7. I.A. Essa, and A.P. Pentland, "Coding, analysis, interpretation and recognition of facial Expressions," IEEE Trans. Pattern Anal. and Machine Intell., vol. 19, no.7, pp. 757-763, 1997.
8. J.J. Lion, T. Kanadc, J.F. Cohn, and C.C. Li, "Automated facial expression recognition based on FACS action units," in Proc. 3rd IEEE Intl. Conf. on Automatic Face and Gesture Recog., Nara, Japan, 1998, pp. 390-395.
9. M. Pantic, and L.J.M. Rothkrantz, "An expert system for multiple emotional classification of facial expressions," in Proc. 11th IEEE Intl. Conf. on Tools with Artificial Intell., Chicago, 1999, pp. 113-120.
10. P. Michel, and R.E. Kaliouby, "Real rime facial expression recognition in video using support vector machines," in Proc. 5th Intl. Conf. on Multimodal Interfaces, Vancouver, 2003, pp. 258-264.
11. X. Feng, M. Pietikainen, and A. Hadid, "Facial expression recognition with local binary patterns and linear programming," IEEE Trans. Pattern Recog. and Image Anal., vol. 15, no. 2, pp. 546-548, 2005.
12. P. Ekman, and W.V. Friesen, Unmasking the Face, Prentice Hall, New Jersey, 1975.
13. A.S.M. Sohail, and P. Bhattacharya, "Localization of facial feature regions using anthropometric face model," in Proc. 1st Intl. Conf. on Multidisciplinary Information Sciences and Tech., Merida, Spain, October 25-28, 2006.
14. I. Fasel, B. Fortenberry,and J.R. Movellan, "A generative framework for real time object detection and classification," Computer Vision and Image Understanding, vol. 98, pp. 182-210, 2005.
15. N. Efford, Digital Image Processing: A Practical Introduction Using Java, Addison-Wesley, Essex, 2000.
16. G.X. Ritter, and J.N. Wilson, Handbook of Computer Vision Algorithms in Image Algebra, CRC Press, USA, 1996.
17. N. Otsu, "A threshold selection method from gray level histograms," IEEE Trans. Systems, Man, and Cybernetics, vol. 9, no. 1, pp. 62-66, 1979.
18. V.N. Vapnik, The Nature of Statistical Learning Theory. 2nd edn. Springer-Verlag, New York, 2000.
19. C. Cortes and V. Vapnik, "Support-vector networks," Machine Learning, vol. 20, no. 3, pp. 273-297, 1995.
20. V. Vapnik, Statistical Learning Theory, John Wiley and Sons, New York, 1998.
21. B. Schölkopf, C. Burges, and V. Vapnik, "Extracting support data for a given task," in Proc. First International Conference on Knowledge Discovery and Data Mining, Menlo Park, CA, 1995, pp. 252-257.
22. M. Pontil and A. Verri, "Support vector machines for 3-D Object Recognition," IEEE Trans. Pattern Anal. and Machine Intell., vol. 20, no. 6, pp. 637-646, 1998.
23. G. Guodong, S. Li, and C. Kapluk, "Face recognition by support vector machines," in Proc. IEEE Intl. Conf. on Automatic Face and Gesture Recog., Grenoble, France, 2000, pp. 196-201.
24. J. Platt, N. Cristianini, and J. Shawe-Taylor, "Large margin dags for multiclass classification," Advances in Neural Information Processing Systems 12, pp. 547-553, 2000.
25. J. Lyons, S. Akamatsu, M. Kamachi, and J Gyoba, "Coding facial expressions with gabor wavelets," in Proc. Third IEEE Intl. Conf. on Automatic Face and Gesture Recog., Nara, Japan, 1998, pp. 200-205.
26. T. Kanade, J.F. Cohn, and Y. Tian, "Comprehensive database for facial expression analysis," in Proc. 4th IEEE Intl. Conf. on Automatic Face and Gesture Recog., Grenoble, France, 2000, pp. 46-53.