Multiclass voluntary facial expression classification based on Filter Bank Common Spatial Pattern

Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"

Volumn , Issue , 2008, Pages 1005-1008

  Chin, Zheng Yang ^a   Ang, Kai Keng ^a   Guan, Cuntai ^a  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN COMPUTER INTERFACE; ELECTROENCEPHALOGRAPHY; FILTER BANKS; MACHINE LEARNING;

COMMON SPATIAL PATTERNS; DECISION THRESHOLD; ELECTRO-ENCEPHALOGRAM (EEG); EMG MEASUREMENT; FACIAL EXPRESSION CLASSIFICATION; FACIAL EXPRESSION RECOGNITION; FACIAL EXPRESSIONS; MACHINE LEARNING APPROACHES;

CLASSIFICATION (OF INFORMATION);

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BIOMETRY; COMPUTER INTERFACE; ELECTROENCEPHALOGRAPHY; ELECTROMYOGRAPHY; FACIAL EXPRESSION; HUMAN; METHODOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BIOMETRY; ELECTROENCEPHALOGRAPHY; ELECTROMYOGRAPHY; FACIAL EXPRESSION; HUMANS; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED; USER-COMPUTER INTERFACE;

EID: 61849126686     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2008.4649325     Document Type: Conference Paper

References (23)

1. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain Computer interfaces for communication and control," Clin Neurophysiol., vol. 113, 2002.
2. A. Nijholt, J. van Erp, and D. K. J. Heylen, "BrainGain: BCI for HCI and Games," in Symposium Brain Computer Interfaces and Human Computer Interaction, 2008.
3. N. Birbaumer and L. G. Cohen, "Brain-computer interfaces: communication and restoration of movement in paralysis," J Physiol., vol. 579, pp. 621-636, 2007.
4. P. J. Byrne, "Importance of facial expression in facial nerve rehabilitation," Curr Opin Otolaryngol Head Neck Surg, vol. 12, pp. 332-335.
5. R. J. Morecraft, K. S. Stilwell-Morecraft, and W. R. Rossing, "The Motor Cortex and Facial Expression:: New Insights From Neuroscience," Neurologist, vol. 10, p. 15, September 2004.
6. S. E. Coulson, R. D. Adams, N. J. O'Dwyer, and G. R. Croxson, "Physiotherapy Rehabilitation of the Smile after Long-Term Facial Nerve Palsy using Video Self-Modeling and Implementation Intentions," Otolaryngol Head Neck Surg., vol. 134, pp. 48-55, 2006.
7. G. W. Cronin and R. L. Steenerson, "The effectiveness of neuromuscular facial retraining combined with electromyography in facial paralysis rehabilitation," Otolaryngol Head Neck Surg., vol. 128, pp. 534-538, 2003.
8. K. M. Gilleade and A. D. J. Allanson, "Affective Videogames and Modes of Affective Gaming: Assist Me, Challenge Me, Emote Me," in Proceedings of DiGRA Conference, 2005.
9. J. Muller-Gerking, G. Pfurtscheller, and H. Flyvbjerg, "Designing optimal spatial filters for single-trial EEG classification in a movement task," Clin Neurophysiol., vol. 110, pp. 787-798, 1999.
10. H. Ramoser, J. Muller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement," IEEE Trans Rehabil Eng., vol. 8, pp. 441-446, 2000.
11. B. Blankertz, G. Dornhege, M. Krauledat, K.-R. Muller, and G. Curio, "The non-invasive Berlin Brain-Computer Interface: Fast acquisition of effective performance in untrained subjects," Neuroimage, vol. 37, pp. 539-550, 2007.
12. K. K. Ang, Z. Y. Chin, and C. Guan, "Filter Bank Common Spatial Pattern (FBCSP) in Brain-Computer Interface," in Proc. IJCNN'08, 2008, pp. 2391-2398.
13. K. K. Ang and C. Quek, "Rough set-based neuro-fuzzy system," in Proc. IJCNN'06, 2006, pp. 742-749.
14. G. Dornhege, B. Blankertz, G. Curio, and K. R. Muller, "Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multiclass paradigms," IEEE Trans. Biomed. Eng., vol. 51, pp. 993-1002, 2004.
15. C. Chow, "On optimum recognition error and reject tradeoff," IEEE Trans. Inf. Theory, vol. 16, pp. 41-46, 1970.
16. J. A. Coan, J. J. B. Allen, and E. Harmon-Jones, "Voluntary facial expression and hemispheric asymmetry over the frontal cortex," Psychophysiology, vol. 38, pp. 912-925, 2001.
17. J. A. Russell, J.-A. Bachorowski, and J.-M. Fernandez-Dols, "Facial and Vocal Expressions of Emotion," Annu Rev Psychol., vol. 54, pp. 329-349, 2003.
18. U. Dimberg and M. Thunberg, "Rapid facial reactions to emotional facial expressions," Scand J Psychol., vol. 39, pp. 39-45, 1998.
19. M. Pantic and L. J. M. Rothkrantz, "Toward an affect-sensitive multimodal human-computer interaction," Proc. IEEE, vol. 91, pp. 1370-1390, 2003.
20. W. Penfield and T. Rasmussen, The Cerebral Cortex of Man. New York, N.Y: The Macmillan Company, 1950.
21. L. Carr, M. Iacoboni, M.-C. Dubeau, J. Mazziotta, and G. Lenzi, "Neural mechanisms of empathy in humans: A relay from neural systems for imitation to limbic areas," PNAS, vol. 100, pp. 5497-5502, 2003.
22. T.-W. Lee, O. Josephs, R. J. Dolan, and H. D. Critchley, "Imitating expressions: Emotion-specific neural substrates in facial mimicry," Soc Cogn Affect Neurosci., vol. 1, pp. 122-135, 2006.
23. S.-E. Kim, J.-W. Kim, J.-J. Kim, B. S. Jeong, E. A. Choi, Y.-G. Jeong, et al., "The neural mechanism of imagining facial affective expression," Brain Research, vol. 1145, pp. 128-137, 2007.