Comparative performance evaluation of artificial neural network-based vs. human facial expression classifiers for facial expression recognition

Studies in Computational Intelligence

Volumn 142, Issue , 2008, Pages 55-65

  Stathopoulou, I O ^a   Tsihrintzis, G A ^a  

^a UNIVERSITY OF PIRAEUS   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 52049113015     PISSN: 1860949X     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-540-68127-4_6     Document Type: Article

References (17)

1. Stathopoulou, I.-O., Tsihrintzis, G.A.: Facial Expression Classification: Specifying Requirements for an Automated System. In: 10th International Conference on Knowledge-Based & Intelligent Information & Engineering Systems, Bournemouth, United Kingdom, October 9-11 (2006)
2. Ekman, P., Friesen, W.: Unmasking the face: A Guide to Recognizing Emotions from Facial Expressions. Prentice-Hall, Englewood Cliffs (1975)
3. Terzopoulos, D., Waters, K.: Analysis and synthesis of facial image sequences using physical and anatomical models. IEEE Transactions on Pattern Analysis and Machine Intelligence 15(6), 569-579 (1993)
4. Essa, I., Pentland, A.: Coding, analysis, interpretation and recognition of facial expressions. IEEE Pattern Analysis and Machine Intelligence 19(7), 757-763 (1997)
5. Black, M.J., Yacoob, Y.: Recognizing facial expressions under rigid and non-rigid facial motions. In: Proceedings of the International Workshop on Automatic Face and Gesture Recognition, pp. 12-17. IEEE Press, Los Alamitos (1995)
6. Lisetti, C.L., Schiano, D.J.: Automatic Facial Expression Interpretation: Where Human- Computer Interaction, Artificial Intelligence and Cognitive Science Intersect. Pragmatics and Cognition (Special Issue on Facial Information Processing: Multidisciplinary Perspective) 8(1), 185-235 (2000)
7. Dailey, M.N., Cottrell, G.W., Adolphs, R.: A six-unit network is all you need to discover happiness. In: Proceedings of the Twenty-Second Annual Conference of the Cognitive Science Society, pp. 101-106. Erlbaum, Mahwah (2000)
8. Rosenblum, M., Yacoob, Y., Davis, L.: Human expression recognition from motion using a radial basis function network architecture. IEEE Transactions on Neural Networks 7(5), 1121-1138 (1996)
9. Stathopoulou, I.-O., Tsihrintzis, G.A.: A new neural network-based method for face detection in images and applications in bioinformatics. In: Proceedings of the 6th International Workshop on Mathematical Methods in Scattering Theory and Biomedical Engineering, September 17-21 (2003)
10. Stathopoulou, I.-O., Tsihrintzis, G.A.: A neural network-based facial analysis system. In: 5th International Workshop on Image Analysis for Multimedia Interactive Services, Lisboa, Portugal, April 21-23 (2004)
11. Stathopoulou, I.-O., Tsihrintzis, G.A.: An Improved Neural Network-Based Face Detection and Facial Expression Classification System. In: IEEE International Conference on Systems, Man, and Cybernetics 2004, October 10-13. The Hague, The Netherlands (2004)
12. Stathopoulou, I.-O., Tsihrintzis, G.A.: Pre-processing and expression classification in low quality face images. In: 5th EURASIP Conference on Speech and Image Processing, Multimedia Communications and Services, Smolenice, Slovak Republic, June 29 - July 2 (2005)
13. Stathopoulou, I.-O., Tsihrintzis, G.A.: Evaluation of the Discrimination Power of Features Extracted from 2-D and 3-D Facial Images for Facial Expression Analysis. In: 13th European Signal Processing Conference, Antalya, Turkey, September 4-8 (2005)
14. Stathopoulou, I.-O., Tsihrintzis, G.A.: Detection and Expression Classification Systems for Face Images (FADECS). In: IEEE Workshop on Signal Processing Systems (SiPS 2005), Athens, Greece, November 2-4 (2005)
15. Virvou, M., Alepis, E.: Mobile educational features in authoring tools for personalised tutoring. The journal Computers & Education (to appear, 2004)
16. Virvou, M., Katsionis, G.: Relating Error Diagnosis and Performance Characteristics for Affect Perception and Empathy in an Educational Software Application. In: Proceedings of the 10th International Conference on Human Computer Interaction (HCII) 2003, Crete, Greece, June 22-27 (2003)
17. Alepis, E., Virvou, M., Kabassi, K.: Affective student modeling based on microphone and keyboard user actions. In: 6th IEEE International Conference on Advanced Learning Technologies 2006 (ICALT 2006), pp. 139-141 (2006) ISBN:0-7695-2632-2