Feature selection for person-independent 3D facial expression recognition using NSGA-II

2009 24th International Symposium on Computer and Information Sciences, ISCIS 2009

Volumn , Issue , 2009, Pages 35-38

  Tekgüç, Umut ^a   Soyel, Hamit ^a,b   Demirel, Hasan ^b  

^a CYPRUS INTERNATIONAL UNIVERSITY   (Turkey)

^b EASTERN MEDITERRANEAN UNIVERSITY   (Turkey)

Author keywords

Facial expression recognition; Feature selectio feature extraction; NSGA II

Indexed keywords

3-D FACIAL EXPRESSION RECOGNITION; CLASS SEPARABILITY; CLASSIFICATION ACCURACY; CONVERGENCE SPEED; FACIAL EXPRESSION RECOGNITION; FACIAL EXPRESSIONS; FACIAL FEATURE; FACIAL FEATURE SELECTION; FEATURE SELECTION; MULTI OBJECTIVE; MULTI-OBJECTIVE GENETIC ALGORITHM; NSGA-II; PERSON-INDEPENDENT; RECOGNITION RATES;

CONVERGENCE OF NUMERICAL METHODS; FACE RECOGNITION; GENETIC ALGORITHMS; GESTURE RECOGNITION; INFORMATION SCIENCE; MULTIOBJECTIVE OPTIMIZATION; THREE DIMENSIONAL;

FEATURE EXTRACTION;

EID: 73949122173     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISCIS.2009.5291925     Document Type: Conference Paper

References (21)

1. P. Ekman, W. Friesen, The facial action coding system: a technique for the measurement of facial movement, San Francisco, Consulting Psychologists, 1978.
2. P. Ekman, T. Huang, T. Sejnowski, J. Hager, Final report to NSF of the planning workshop on facial expression understanding, San Francisco, Human Interaction Lab, 1993.
3. B. Braathen, M. Bartlett, G. Littlewort, E. Smith, J. Movellan, "An approach to automatic recognition of spontaneous facial actions", Automatic Face and Gesture Recognition, vol.1, pp.360-365, 2002.
4. M. Pantic, L. Rothkrantz. "Facial action recognition for facial expression analysis from static face images", IEEE Trans. on SMC-Part B: Cybernetics, vol.34, pp.1449-1461, 2004.
5. L. Zalewski, S. Gong, "Synthesis and recognition of facial expressions in virtual 3d views", Face and Gesture Recognition, vol.1, pp.493-498, 2004.
6. H. Soyel, H. Demirel, "Facial Expression Recognition using 3D Facial Feature Distances", Image Analysis and Recognition, vol.4633, pp.831838, 2007.
7. H. Soyel, H. Demirel, "3D Facial Expression Recognition with Geometrically Localized Facial Features", Computer and Information Sciences, vol.1, pp.1-4, 2008.
8. P.N. Belhumeur, J.P. Hespanha, D.J. Kriegman, "Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection", IEEE Trans. on PAMI, vol.19, pp.711-720, 1997.
9. H. Liu, L. Yu, "Towards integrating feature selection algorithms for classification and clustering", IEEETransactions on Knowledge and Data Engineering, vol.17, pp. 1-12, 2005.
10. F. Menczer, M. Degeratu, W. N. Street, "Efficient and scalable pareto optimization by evolutionary local selection algorithms", Evolutionary Computation, vol. 2, pp.223-247, 2000.
11. Y. Sun, L. Yin, "A Genetic Algorithm Based Approach for 3D Face Recognition", Computational Imaging and Vision, vol.35, pp.95-118, 2007.
12. T. M. Hamdani, J. M. Won, A. M. Alimi, F. Karray, "Multi-objective Feature Selection with NSGA II", Adaptive and Natural Computing Algorithms, vol.4431, pp.240-247, 2007.
13. M. Morita, R. Sabourin, F. Bortolozzi, C. Y. Suen, "Unsupervised Feature Selection Using Multi-Objective Genetic Algorithms for Handwritten Word Recognition", ICDAR, vol.2, pp.666-670, 2003.
14. K. Deb, A. Pratap, S. Agarwal, T. Meyarivan, "A Fast Elitist Multiobjective Genetic Algorithm: NSGA-II", IEEE Transactions on Evolutionary Computation, vol.6, pp.182-197, 2002.
15. S. Dubuisson, F. Davoine, M. Masson, "A solution for facial expression representation and recognition", Signal Processing: Image Communication, vol.17, pp.657-673, 2002.
16. H. Seyedarabi, W. Lee, A. Aghagolzadeh, S. Khanmohammadi, "Facial Expressions Recognition in a Single Static as well as Dynamic Facial Images Using Tracking and Probabilistic Neural Networks", Advances in Image and Video Technology, vol.4319, pp.292-304, 2006.
17. L. Yin, X. Wei, Y. Sun, J. Wang, M. Rosato, "A 3d facial expression database for facial behavior research", Face and Gesture Recognition, vol.1, pp.211-216, 2006.
18. V. A. Labay, J. Bornemann, "Matrix Singular Value Decomposition for Pole-Free Solutions of Homogeneous Matrix Equations as Applied to Numerical Modeling Methods", IEEE Microwave and Guided Wave Letters, vol.2, pp.49-51, 1992.
19. M. Lyons, J. Budynek, S. Akamatsu, "Automatic classification of single facial images", IEEE Trans. on PAMI, vol.21, pp.1357-1362, 1999.
20. J. Wang, L. Yin, "Static topographic modeling for facial recognition and analysis", Computer Vision and Understanding, vol.108, pp.19-34, 2005.
21. J. Wang, L. Yin, X. Wei, Y. Sun, "3D facial expression recognition based on primitive surface feature distribution", Computer Vision and Pattern Recognition, vol.2, pp.1399-1406, 2006.