A Deep Learning Perspective on the Origin of Facial Expressions

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Breuer, Ran; Kimmel, Ron;
  • Subject: Computer Science - Computer Vision and Pattern Recognition

Facial expressions play a significant role in human communication and behavior. Psychologists have long studied the relationship between facial expressions and emotions. Paul Ekman et al., devised the Facial Action Coding System (FACS) to taxonomize human facial express... View more
  • References (53)
    53 references, page 1 of 6

    [7] Sander Bakkes, Chek Tien Tan, and Yusuf Pisan. Personalised gaming: a motivation and overview of literature. In Proceedings of The 8th Australasian Conference on Interactive Entertainment: Playing the System, page 4. ACM, 2012.

    [8] François Chollet. Keras. https://github.com/fchollet/keras, 2015.

    [9] S. Chopra, R. Hadsell, and Y. LeCun. Learning a similarity metric discriminatively, with application to face verification. In 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), volume 1, pages 539-546 vol. 1, June 2005. doi: 10.1109/CVPR.2005.202.

    [10] Ira Cohen, Nicu Sebe, Ashutosh Garg, Lawrence S Chen, and Thomas S Huang. Facial expression recognition from video sequences: temporal and static modeling. Computer Vision and image understanding, 91(1):160-187, 2003.

    [11] C. A. Corneanu, M. O. SimÃs¸n, J. F. Cohn, and S. E. Guerrero. Survey on rgb, 3d, thermal, and multimodal approaches for facial expression recognition: History, trends, and affect-related applications. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38(8):1548-1568, Aug 2016. ISSN 0162-8828. doi: 10.1109/TPAMI. 2016.2515606.

    [12] G. E. Dahl, T. N. Sainath, and G. E. Hinton. Improving deep neural networks for lvcsr using rectified linear units and dropout. In 2013 IEEE International Conference on Acoustics, Speech and Signal Processing, pages 8609-8613, May 2013. doi: 10.1109/ ICASSP.2013.6639346.

    [13] Charles Darwin. The expression of the emotions in man and animals / by Charles Darwin. New York ;D. Appleton and Co.„ 1916. URL http://www.biodiversitylibrary.org/item/24064. http://www.biodiversitylibrary.org/bibliography/4820 - Includes index.

    [14] David DeVault, Ron Artstein, Grace Benn, Teresa Dey, Ed Fast, Alesia Gainer, Kallirroi Georgila, Jon Gratch, Arno Hartholt, Margaux Lhommet, et al. Simsensei kiosk: A virtual human interviewer for healthcare decision support. In Proceedings of the 2014 international conference on Autonomous agents and multi-agent systems, pages 1061- 1068. International Foundation for Autonomous Agents and Multiagent Systems, 2014.

    [15] Abhinav Dhall, Roland Goecke, Jyoti Joshi, Michael Wagner, and Tom Gedeon. Emotion recognition in the wild challenge 2013. In Proceedings of the 15th ACM on International conference on multimodal interaction, pages 509-516. ACM, 2013.

    [16] Zoran Duric, Wayne D Gray, Ric Heishman, Fayin Li, Azriel Rosenfeld, Michael J Schoelles, Christian Schunn, and Harry Wechsler. Integrating perceptual and cognitive modeling for adaptive and intelligent human-computer interaction. Proceedings of the IEEE, 90(7):1272-1289, 2002.

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