Quantifying micro-expressions with constraint local model and local binary pattern

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8925, Issue , 2015, Pages 296-305

  Yan, Wen Jing ^a,b   Wang, Su Jing ^a   Chen, Yu Hsin ^a   Zhao, Guoying ^c   Fu, Xiaolan ^a  

^a INSTITUTE OF PSYCHOLOGY   (China)

^b WENZHOU UNIVERSITY   (China)

^c UNIVERSITY OF OULU   (Finland)

Author keywords

Constraint local model (CLM); Dynamic information; Local binary pattern (LBP); Micro expression; Quantification

Indexed keywords

BEHAVIORAL RESEARCH; FEATURE EXTRACTION;

DYNAMIC INFORMATION; LOCAL BINARY PATTERNS; LOCAL MODEL; MICRO-EXPRESSIONS; QUANTIFICATION;

COMPUTER VISION;

EID: 84925340871     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-16178-5_20     Document Type: Conference Paper

References (32)

1. Ambadar, Z., Cohn, J.F., Reed, L.I.: All smiles are not created equal: Morphology and timing of smiles perceived as amused, polite, and embarrassed/nervous. Journal of Nonverbal Behavior 33(1), 17–34 (2009)
2. Asthana, A., Zafeiriou, S., Cheng, S., Pantic, M.: Robust discriminative response map fitting with constrained local models. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3444–3451. IEEE (2013)
3. Bartlett, M., Littlewort, G., Whitehill, J., Vural, E., Wu, T., Lee, K., Eril, A., Cetin, M., Movellan, J.: Insights on spontaneous facial expressions from automatic expression measurement. Dynamic Faces: Insights from Experiments and Computation (2006)
4. Bartlett, M.S., Hager, J.C., Ekman, P., Sejnowski, T.J.: Measuring facial expressions by computer image analysis. Psychophysiology 36(2), 253–263 (1999)
5. Bartlett, M., Littlewort, G., Frank, M., Lainscsek, C., Fasel, I., Movellan, J.: Automatic recognition of facial actions in spontaneous expressions. Journal of Multimedia 1(6), 22–35 (2006)
6. Cohn, J.F., Sayette, M.A.: Spontaneous facial expression in a small group can be automatically measured: An initial demonstration. Behavior Research Methods 42(4), 1079–1086 (2010)
7. Cohn, J.F., Zlochower, A.J., Lien, J., Kanade, T.: Automated face analysis by feature point tracking has high concurrent validity with manual facs coding. Psychophysiology 36(1), 35–43 (1999)
8. Cristinacce, D., Cootes, T.F.: Feature detection and tracking with constrained local models (2006)
9. Ekman, P., Friesen, W.: Nonverbal leakage and clues to deception. Tech. rep., DTIC Document (1969)
10. Ekman, P., Friesen, W., Hager, J.: Facs investigator guide. A human face (2002)
11. Essa, I.A., Pentland, A.P.: Coding, analysis, interpretation, and recognition of facial expressions. IEEE Transactions on Pattern Analysis andMachine Intelligence 19(7), 757–763 (1997)
12. Frank, M., Ekman, P.: The ability to detect deceit generalizes across different types of high-stake lies. Journal of Personality and Social Psychology 72(6), 1429 (1997)
13. Frank, M., Maccario, C., Govindaraju, V.: Behavior and security, pp. 86–106. Greenwood Pub. Group, Santa Barbara (2009)
14. Hess, U., Kleck, R.: Differentiating emotion elicited and deliberate emotional facial expressions. European Journal of Social Psychology 20(5), 369–385 (2006)
15. Hess, U., Kleck, R.E.: The cues decoders use in attempting to differentiate emotionelicited and posed facial expressions. European Journal of Social Psychology 24(3), 367–381 (1994)
16. Kappas, A., Descteaux, J.: Of butterflies and roaring thunder: nonverbal communication in interaction and regulation of emotion. In: Nonverbal Behavior In Clinical Settings, pp. 45–74 (2003)
17. Koelstra, S., Pantic, M., Patras, I.: A dynamic texture-based approach to recognition of facial actions and their temporal models. IEEE Transactions on Pattern Analysis and Machine Intelligence 32(11), 1940–1954 (2010)
18. Krumhuber, E., Kappas, A.: Moving smiles: The role of dynamic components for the perception of the genuineness of smiles. Journal of Nonverbal Behavior 29(1), 3–24 (2005)
19. Krumhuber, E.G., Kappas, A., Manstead, A.S.: Effects of dynamic aspects of facial expressions: a review. Emotion Review 5(1), 41–46 (2013)
20. Littlewort, G., Whitehill, J., Wu, T., Fasel, I., Frank, M., Movellan, J., Bartlett, M.: The computer expression recognition toolbox (cert). In: 2011 IEEE International Conference on Automatic Face & Gesture Recognition and Workshops (FG 2011), pp. 298–305. IEEE (2011)
21. Ojala, T., Pietikinen, M., Harwood, D.: A comparative study of texture measures with classification based on featured distributions. Pattern Recognition 29(1), 51–59 (1996)
22. Pantic, M., Patras, I.: Dynamics of facial expression: recognition of facial actions and their temporal segments from face profile image sequences. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 36(2), 433–449 (2006)
23. Pfister, T., Li, X., Zhao, G., Pietikainen, M.: Recognising spontaneous facial microexpressions. In: 2011 IEEE International Conference on Computer Vision (ICCV), pp. 1449–1456. IEEE (2011)
24. Porter, S., ten Brinke, L.: Reading between the lies: Identifying concealed and falsified emotions in universal facial expressions. Psychological Science 19(5), 508–514 (2008)
25. Rahu, M.A., Grap, M.J., Cohn, J.F., Munro, C.L., Lyon, D.E., Sessler, C.N.: Facial expression as an indicator of pain in critically ill intubated adults during endotracheal suctioning. American Journal of Critical Care 22(5), 412–422 (2013)
26. Sebe, N., Lew, M.S., Sun, Y., Cohen, I., Gevers, T., Huang, T.S.: Authentic facial expression analysis. Image and Vision Computing 25(12), 1856–1863 (2007)
27. Seidl, U., Lueken, U., Thomann, P.A., Kruse, A., Schrder, J.: Facial expression in Facial expression in alzheimers disease impact of cognitive deficits and neuropsychiatric symptoms disease impact of cognitive deficits and neuropsychiatric symptoms. American Journal of Alzheimer’s Disease and Other Dementias 27(2), 100–106 (2012)
28. Vrij, A.: Detecting lies and deceit: Pitfalls and opportunities. John Wiley & Sons Ltd., West Sussex (2008)
29. Wu, T., Butko, N.J., Ruvolo, P., Whitehill, J., Bartlett, M.S., Movellan, J.R.: Multilayer architectures for facial action unit recognition. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 42(4), 1027–1038 (2012)
30. Yan, W.J., Li, X., Wang, S.J., Zhao, G., Liu, Y.J., Chen, Y.H., Fu, X.: Casme: An improved spontaneous micro-expression database and the baseline evaluation. PLoS ONE (2014)
31. Yan, W.J., Wang, S.J., Liu, Y.J., Wu, Q., Fu, X.: For micro-expression recognition: Database and suggestions. Neurocomputing (2014)
32. Yan, W.J., Wu, Q., Liang, J., Chen, Y.H., Fu, X.: How fast are the leaked facial expressions: The duration of micro-expressions. Journal of Nonverbal Behavior, 1–14 (2013)