Action unit detection with segment-based SVMs

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Volumn , Issue , 2010, Pages 2737-2744

  Simon, Tomas ^a   Nguyen, Minh Hoai ^a   De La Torre, Fernando ^a   Cohn, Jeffrey F ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACTION UNIT; BAG OF WORDS; DYNAMIC BAYESIAN NETWORK; FACIAL ACTION; SEGMENT-BASED; STANDING PROBLEMS; STATIC METHOD; STATIC MODELING; TEMPORAL EXTENSIONS; TEMPORAL MODELING; VIDEO FRAME; VISUAL FEATURE;

BAYESIAN NETWORKS; COMPUTER VISION; INFERENCE ENGINES; KNOWLEDGE BASED SYSTEMS; TIME SERIES;

FACE RECOGNITION;

EID: 77955991302     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2010.5539998     Document Type: Conference Paper

References (31)

1. S. Avidan. Subset selection for efficient SVM tracking. In Computer Vision and Pattern Recognition, 2003.
2. G. Bakir, T. Hofmann, B. Schölkopf, A. Smola, B. Taskar, and S. Vishwanathan, editors. Predicting Structured Data. MIT Press, Cambridge, MA, 2007.
3. M. Bartlett, G. Littlewort, M. Frank, C. Lainscsek, I. Fasel, and J. Movellan. Recognizing facial expression: Machine learning and application to spontaneous behavior. In Computer Vision and Pattern Recognition, 2005.
4. M. Bartlett, G. Littlewort, M. Frank, C. Lainscsek, I. Fasel, and J. Movellan. Automatic recognition of facial actions in spontaneous expressions. Journal of Multimedia, 2006.
5. M. B. Blaschko and C. H. Lampert. Learning to localize objects with structured output regression. In European Conference on Computer Vision, 2008.
6. K. Chang, T. Liu, and S. Lai. Learning partially-observed hidden conditional random fields for facial expression recognition. In Computer Vision and Pattern Recognition, 2009.
7. T. Cootes, G. Edwards, and C. Taylor. Active appearance models. In European Conference on Computer Vision, 1998.
8. P. Ekman and W. Friesen. Facial action coding system: A technique for the measurement of facial movement. Consulting Psychologists Press, 1978.
9. B. Fasel and J. Luettin. Automatic facial expression analysis: a survey. Pattern Recognition, 36(1):259-275, 2003.
10. S. Koelstra and M. Pantic. Non-rigid registration using freeform deformations for recognition of facial actions and their temporal dynamics. In International Conference on Automatic Face and Gesture Recognition, 2008.
11. J. Lafferty, A. McCallum, and F. Pereira. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. In International Conference on Machine Learning, 2001.
12. G. Littlewort, M. Bartlett, I. Fasel, J. Susskind, and J. Movellan. Dynamics of facial expression extracted automatically from video. Image and Vision Computing, 24(6):615-625, 2006.
13. D. Lowe. Object recognition from local scale-invariant features. In Intl. Conference on Computer Vision, 1999.
14. P. Lucey, J. F. Cohn, S. Lucey, S. Sridharan, and K. M. Prkachin. Automatically detecting pain using facial actions. Intl. Conference on Affective Computing and Intelligent Interaction, 2009.
15. S. Lucey, I. Matthews, C. Hu, Z. Ambadar, F. De la Torre, and J. Cohn. AAM derived face representations for robust facial action recognition. In International Conference on Automatic Face and Gesture Recognition, 2006.
16. I. Matthews and S. Baker. Active appearance models revisited. International Journal of Computer Vision, 60(2):1573-1405, 2004.
17. M. H. Nguyen, L. Torresani, F. De la Torre, and C. Rother. Weakly supervised discriminative localization and classification: a joint learning process. In Proceedings of International Conference on Computer Vision, 2009.
18. N. Nguyen and Y. Guo. Comparisons of sequence labeling algorithms and extensions. In International Conference on Machine Learning, 2007.
19. M. Pantic and L. Rothkrantz. Automatic analysis of facial expressions: The state of the art. Transactions on Pattern Analysis and Machine Intelligence, 22(12):1424-1445, 2000.
20. M. Pantic and L. Rothkrantz. Facial action recognition for facial expression analysis from static face images. IEEE Transactions on Systems, Man, and Cybernetics, pages 1449-1461, 2004.
21. L. Shang and K. Chan. Nonparametric discriminant HMM and application to facial expression recognition. In Conference on Computer Vision and Pattern Recognition, 2009.
22. J. Sivic and A. Zisserman. Video google: A text retrieval approach to object matching in videos. In International Conference on Computer Vision, 2003.
23. Y. Sun and L. Yin. Facial expression recognition based on 3D dynamic range model sequences. In European Conference on Computer Vision, 2008.
24. B. Taskar, C. Guestrin, and D. Koller. Max-margin markov networks. In Advances in Neural Information Processing Systems. 2003.
25. Y. Tian, J. F. Cohn, and T. Kanade. Facial expression analysis. In S. Z. Li and A. K. Jain, editors, Handbook of face recognition. New York, New York: Springer, 2005.
26. R. Tibshirani. Regression shrinkage and selection via the LASSO. Journal of the Royal Statistical Society, Series B, 58(267-288), 1996.
27. Y. Tong, W. Liao, and Q. Ji. Facial action unit recognition by exploiting their dynamic and semantic relationships. Transactions on Pattern Analysis and Machine Intelligence, pages 1683-1699, 2007.
28. I. Tsochantaridis, T. Joachims, T. Hofmann, and Y. Altun. Large margin methods for structured and interdependent output variables. Journal of Machine Learning Research, 6:1453-1484, 2005.
29. M. Valstar and M. Pantic. Combined support vector machines and hidden markov models for modeling facial action temporal dynamics. In ICCVWorkshop on Human Computer Interaction, 2007.
30. Z. Zeng, M. Pantic, G. I. Roisman, and T. S. Huang. A survey of affect recognition methods: Audio, visual, and spontaneous expressions. IEEE Trans. Pattern Anal. Mach. Intell., 31(1):39-58, 2009.
31. Y. Zhu, F. De la Torre, and J. Cohn. Dynamic cascades with bidirectional bootstrapping for spontaneous facial action unit detection. In Affective Computing and Intelligent Interaction ACII, September 2009.