How to distinguish posed from spontaneous smiles using geometric features

Proceedings of the 9th International Conference on Multimodal Interfaces, ICMI'07

Volumn , Issue , 2007, Pages 38-45

  Valstar, Michel F ^a   Gunes, Hatice ^b   Pantic, Maja ^a,c  

^a IMPERIAL COLLEGE LONDON   (United Kingdom)

^b UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

^c UNIVERSITY OF TWENTE   (Netherlands)

Author keywords

Deception detection; Human information processing; Multimodal video processing

Indexed keywords

COGNITIVE SCIENCE; DECEPTION DETECTION; ENSEMBLE LEARNING; FUSION RULES; GEOMETRIC FEATURES; HEAD MOTIONS; HEAD TRACKERS; HUMAN INFORMATION PROCESSING; KERNEL METHODS; LATE FUSIONS; LEVEL OF ABSTRACTIONS; MULTI-MODAL FUSIONS; MULTIMODAL VIDEO PROCESSING; SHOULDER MOTIONS; TEMPORAL DYNAMICS; TWO PARTICLES; UNSOLVED PROBLEMS;

BIONICS; INTERACTIVE COMPUTER SYSTEMS; LEARNING ALGORITHMS; SHOULDERS (ROAD); SIGNAL FILTERING AND PREDICTION; VIDEO SIGNAL PROCESSING;

FACE RECOGNITION;

EID: 57149131279     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1322192.1322202     Document Type: Conference Paper

References (29)

1. Z. Ambadar, J. Schooler, and J. F. Cohn. Deciphering the enigmatic face: The importance of facial dynamics in interpreting subtle facial expessions. Psychological Science, 16(5):403-410, 2005.
2. N. Ambady and R. Rosenthal. Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis. Psychological Bulletin, 11(2):256-274, 1992.
3. M. S. Bartlett, G. Littlewort, M. G. Frank, C. Lainscsek, I. Fasel, and J. Movellan. Fully automatic facial action recognition in spontaneous behavior. In IEEE Int'l Conf. on Automatic Face and Gesture Recognition, pages 223-230, 2006.
4. J. N. Bassili. Facial motion in the perception of faces and of emotional expression. J. Experimental Psychology, 4(3):373-379, 1978.
5. D. Buller, J. Burgoon, C. White, and A. Ebesu. Interpersonal deception: Vii. behavioral profiles of falsification, equivocation and concealment. Journal of Language and Social Psychology, 13(5):366-395, 1994.
6. A. Camurri, G. Volpe, G. D. Poli, and M. Leman. Communicating expressiveness and affect in multimodal interactive systems. IEEE Multimedia, 12(1):43-53, 2005.
7. J. Cohn, L. Reed, T. Moriyama, J. Xiao, K. Schmidt, and Z. Ambadar. Multimodal coordination of facial action, head rotation, and eye motion during spontaneous smiles. In Proc. of the Sixth IEEE Int'l Conf. on Automatic Face and Gesture Recognition (FG'04), pages 129 - 138, 2004.
8. J. F. Cohn and K. L. Schmidt. The timing of facial motion in posed and spontaneous smiles. J. Wavelets, Multi-resolution and Information Processing, 2(2):121-132, 2004.
9. B. DePaulo. Cues to deception. Psychological Bulletin, 129(1):74-118, 2003.
10. P. Ekman. Darwin, deception, and facial expression. Annals of New York Ac. of sciences, 1000:105-221, 2003.
11. P. Ekman and W. V. Friesen. The repertoire of of nonverbal behavior: categories, origins, usage, and coding. Semiotica, 1:49-98, 1969.
12. P. Ekman, W. V. Friesen, and J. C. Hager. Facial Action Coding System. A Human Face, 2002. Salt Lake City.
13. H. Gunes and M. Piccardi. Bi-modal emotion recognition from expressive face and body gestures. Journal of Network and Computer Applications, 2006. In Press,doi:10.1016/j.jnca.2006.09.007.
14. U. Hess and R. E. Kleck. Differentiating emotion elicited and deliberate emotional facial expressions. European J. of Social Psychology, 20(5):369-385, 1990.
15. E. Hudlicka. To feel or not to feel: the role of affect in human-computer interaction. Int. Journal of Human-Computer Studies, 59(1-2): 1-32, 2003.
16. A. Kapoor and R. Picard. Multimodal affect recognition in learning environments. In Proc. of the ACM Int'l Conf. on Multimedia, pages 677-682, 2005.
17. K. Karpouzis, G. Caridakis, L. Kessous, N. Amir, A. Raouzaiou, L. Malatesta, and S. Kollias. Modeling naturalistic affective states via facial, vocal and bodily expressions recognition. Lecture Notes in Artificial Intelligence, 4451:92-116, 2007.
18. M. Pantic and M. Bartlett. Machine analysis of facial expressions. In K. Kurihara, editor, Face Recognition, pages 327-366. ARS Press, 2007. Vienna, Austria.
19. M. Pantic, N. Sebe, J. Cohn, and T. Huang. Affective multimodal human-computer interaction. In Proc. of the ACM Int'l Conf. on Multimedia, pages 669-676, 2005.
20. I. Patras and M. Pantic. Particle filtering with factorized likelihoods for tracking facial features. Proc. Int'l Conf. Automatic Face & Gesture Recognition, pages 97-102, 2004.
21. I. Patras and M. Pantic. Tracking deformable motion. Proc. Int'l Conf. Systems, Man and Cybernetics, pages 1066-1071, 2005.
22. M. K. Pitt and N. Shephard. Filtering via simulation: auxiliary particle filters. J. Am. Statistical Association, 94(446):590-616, 1999.
23. J. Platt. Probabilistic outputs for support vector machines and comparison to regularized likelihood methods. In A. Smola, P. Bartlett, B. Schoelkopf, and D. Schuurmans, editors, Advances in Large Margin Classifiers, pages 61-74. MIT press, 2000. Cambridge, MA.
24. K. Schmidt, Z. Ambadar, J. Cohn, and I. Reed. Movement differences between deliberate and spontaneous facial expressions: Zygomaticus major action in smiling. J. Nonverbal Behavior, 30(1):37-52, 2006.
25. P. R. D. Silva, A. Kleinsmith, and N. Bianchi-Berthouze. Towards unsupervised detection of affective body posture nuances. Int. Conf. Affective Computing and Intelligent Interaction, pages 32-40, 2005.
26. M. F. Valstar and M. Pantic. Fully automatic facial action unit detection and temporal analysis. In Proc. IEEE Conference on Computer Vision and Pattern Recognition, page 149, 2006.
27. M. F. Valstar, M. Pantic, Z. Ambadar, and J. F. Cohn. Spontaneous vs. posed facial behavior: automatic analysis of brow actions. Proc. ACM Intl. conf. on Multimodal Interfaces, pages 162-170, 2006.
28. D. Vukdadinovic and M. Pantic. Fully automatic facial feature point detection using gabor feature based boosted features. Proc. IEEE Int'l Conf. on Systems, Man and Cybernetics, pages 1692-1698, 2005.
29. J. Xiao, T. Moriyama, T. Kanade, and J. F. Cohn. Robust full-motion recovery of head by dynamic templates and re-registration techniques. Int'l. J. Imaging Systems and Technology, 13(1):85-94, 2003.