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Emotional Facial Expression Analysis in the Time Domain

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Knowledge and Systems Engineering

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 326))

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Abstract

Emotions have been studied for a long time and results show that they play an important role in human cognitive functions. In fact, emotions play an extremely important role during the communication between people. And the human face is the most communicative part of the body for expressing emotions; it is recognized that a link exists between facial activity and emotional states. In order to make computer applications more believable and friendly, giving them the ability to recognize and/or express emotions are research fields which have been much focused on. Being able to perform these tasks, firstly, we need to have knowledge about the relationship between emotion and facial activity. Up to now, there have been proposed researches on this relationship. However, almost all these researches focused on analyzing the relationship without taking into account time factors. They analyzed the relationship but did not examined it in the time domain. In this paper, we propose a work on analyzing the relationship between emotions and facial activity in the time domain. Our goal is finding the temporal patterns of facial activity of six basic emotions (happy, sad, angry, fear, surprise, disgust). To perform this task, we analyzed a spontaneous video database in order to consider how facial activities which are related to the six basic emotions happen temporally. From there, we bring out the general temporal patterns for facial expressions of each of the six emotions.

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References

  1. http://mmifacedb.eu/

  2. Arnold, M.B.: Emotion and personality. Psychological aspects, vol. 1(2). Columbia University Press, New York (1960)

    Google Scholar 

  3. Cootes, T.F., Taylor, C.J., Cooper, D.H., Graham, J.: Active shape models-their training and application. Computer Vision and Image Understanding 61(1), 38–59 (1995)

    Article  Google Scholar 

  4. Darwin, C.: The expression of the emotions in man and animals. Univerity of Chicago Press, Chicago (1872/1965)

    Google Scholar 

  5. Du, S., Tao, Y., Martinez, A.M.: Compound facial expressions of emotion. In: Heeger, D.J. (ed.) Proceedings of the National Academy of Sciences, New York University, New York (2014)

    Google Scholar 

  6. Ekman, P.: Emotion in the human face. Cambridge University Press, Cambridge (1982)

    Google Scholar 

  7. Ekman, P., Friesen, W.V.: Unmasking the face: A guide to recognizing emotions from facial clues. Prentice-Hall, Englewood Cliffs (1975)

    Google Scholar 

  8. Ekman, P., Friesen, W.V.: The facial action coding system: A technique for the measurement of facial movement. Consulting Psychologists Press, Inc, San Francisco (1978)

    Google Scholar 

  9. Ekman, P., Hager, J.: Facial action coding system affect interpretation database (facsaid), http://face-and-emotion.com/ dataface/facsaid/description.jsp

    Google Scholar 

  10. Ekman, P., Rosenberg, E.L.: What the face reveals: basic and applied studies of spontaneous expression using the facial action coding system (FACS), Illustrated Edition. Oxford University Press (1997)

    Google Scholar 

  11. Essa, I.A.: Analysis, Interpretation, and Synthesis of Facial Expressions. PhD thesis, Massachusetts Institute of Technology, Cambridge, MA (1994)

    Google Scholar 

  12. Friesen, W., Ekman, P.: EMFACS-7: Emotional Facial Action Coding System. Unpublished manual, University of California, California (1983)

    Google Scholar 

  13. Izard, C.: Emotions and facial expressions: A perspective from differential emotions theory. In: Russell, J., Fernandez-Dols, J. (eds.) The Psychology of Facial Expression, Maison des Sciences de l’Homme and Cambridge University Press (1997)

    Google Scholar 

  14. Kappas, A.: What facial Activity can and cannot tell us about emotions. In: Katsikitis, M. (ed.) The Human Face: Measurement and Meaning, pp. 215–234. Kluwer Academic Publishers, Dordrecht (2003)

    Chapter  Google Scholar 

  15. Mavadati, S.M., Mohammad, H.M., Bartlett, K., Trinh, P., Cohn, J.F.: Disfa: A spontaneous facial action intensity database. IEEE Transactions on Affective Computing 4(2), 151–160 (2013)

    Article  Google Scholar 

  16. Ortony, A., Clore, G.L., Collins, A.: The Cognitive Structure of Emotions. Cambridge University Press, Cambridge (1988)

    Book  Google Scholar 

  17. Pantic, M., Patras, I.: Detecting facial actions and their temporal segments in nearly frontal-view face image sequences. In: Proc. IEEE conf. Systems, Man and Cybernetics, vol. 4, pp. 3358–3363 (2005)

    Google Scholar 

  18. Pantic, M., Valstar, M.F., Rademaker, R., Maat, L.: Web-based database for facial expression analysis. In: Proc. 13th ACM Intl Conf. Multimedia, pp. 317–321 (2005)

    Google Scholar 

  19. Picard, R.: Affective Computing. MIT Press, Cambridge (1997)

    Google Scholar 

  20. Russell, J.A.: Reading emotions from and into faces: Resurrecting a dimensional-contextual perspective. In: Russell, J.A., Fernndez-Dols, J.M. (eds.) The Psychology of Facial Expression, Cambridge University Press, New York (1997)

    Chapter  Google Scholar 

  21. Scherer, K.R.: What does facial expression express? In: Strongman, K. (ed.) International Review of Studies on Emotion, vol. 2, Wiley, Chichester (1992)

    Google Scholar 

  22. Tian, Y., Kanade, T., Cohn, J.: Recognizing action units for facial expression analysis. IEEE Trans. Pattern Analysis and Machine Intelligence 23(2), 97–115 (2001)

    Article  Google Scholar 

  23. Tomkins, S.S.: Affect, Imagery, Consciousness. The Positive Affects, vol. 1. Springer, New York (1962)

    Google Scholar 

  24. Viola, P., Jones, M.: Robust real-time object detection, tech. rep.,Cambridge Research Laboratory Technical report series (2) (2001)

    Google Scholar 

  25. Wallhoff, F.: The facial expressions and emotions database homepage (feedtum), www.mmk.ei.tum.de/~waf/fgnet/feedtum.html

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Correspondence to Thi Duyen Ngo .

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Ngo, T.D., Ma, T.C., Bui, T.D. (2015). Emotional Facial Expression Analysis in the Time Domain. In: Nguyen, VH., Le, AC., Huynh, VN. (eds) Knowledge and Systems Engineering. Advances in Intelligent Systems and Computing, vol 326. Springer, Cham. https://doi.org/10.1007/978-3-319-11680-8_39

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  • DOI: https://doi.org/10.1007/978-3-319-11680-8_39

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-11679-2

  • Online ISBN: 978-3-319-11680-8

  • eBook Packages: EngineeringEngineering (R0)

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