Fuzzy case-based reasoning for facial expression recognition

Fuzzy Sets and Systems

Volumn 160, Issue 2, 2009, Pages 231-250

  Khanum, Aasia ^a   Mufti, Muid ^b   Javed, M Younus ^a   Shafiq, M Zubair ^a  

^a NATIONAL UNIVERSITY OF SCIENCES AND TECHNOLOGY   (Pakistan)

^b UNIVERSITY OF ENGINEERING AND TECHNOLOGY   (Pakistan)

Author keywords

Case based reasoning; Fuzzy case based reasoning; Fuzzy logic; Human computer interaction; Intelligent systems

Indexed keywords

BITS; COMPUTATIONAL COMPLEXITY; FACE RECOGNITION; FUZZY LOGIC; FUZZY SETS; FUZZY SYSTEMS; GESTURE RECOGNITION; HUMAN COMPUTER INTERACTION; INFORMATION THEORY; INTELLIGENT CONTROL; INTELLIGENT SYSTEMS; KNOWLEDGE REPRESENTATION; MATHEMATICAL TECHNIQUES; USER INTERFACES;

CASE BASED; CASE-BASED REASONINGS; CBR SYSTEMS; FACIAL EXPRESSION RECOGNITIONS; FUZZY CASE-BASED REASONING; FUZZY CASES; HYBRID SYSTEMS; INPUT IMAGES; INTELLIGENT; INTELLIGENT CLASSIFICATION SYSTEMS; INTUITIVE USER INTERFACES; MEMORY USAGES; OUTPUT DATUM; SPACE AND TIMES; SYSTEM IMPLEMENTATIONS; SYSTEM OUTPUTS;

CASE BASED REASONING;

EID: 54549116082     PISSN: 01650114     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.fss.2008.05.022     Document Type: Article

References (53)

1. Aamodt A., and Plaza E. Case-based reasoning: foundational issues, methodological variations and system approaches. AI Comm. 1 (1994) 35-39
2. M.S. Bartlett, G. Littlewort, M. Frank, C. Lainscsek, I. Fasel, J. Movellan, Recognizing facial expression: machine learning and application to spontaneous behavior, Comput. Vision and Pattern Recognition (2005).
3. P. Bonissone, S. Ayub, Similarity measure for case-based reasoning systems, in: Proc. Internat. Conf. on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Majorca, Spain, 1992, pp. 483-487.
4. P. Bonissone, W. Cheetam, Fuzzy case-based reasoning for residential property valuation, in: Handbook on Fuzzy Computing, Vol. 15.1, Oxford University Press, Oxford, 1998.
5. Boyle E., Anderson A.H., and Newlands A. The effects of visibility on dialogue in a cooperative problem solving task. Language and Speech 37 1 (1994) 1-20
6. Cheetam W., Shiu S., Rosina O., and Weber O. Soft case-based reasoning. Knowledge Eng. Rev. 20 3 (2006) 267-269
7. R.N. Dave, Boundary detection through fuzzy clustering, in: Proc. IEEE Internat. Conf. on Fuzzy Systems, San Diego, 1992, pp. 127-134.
8. C. Drioli, G. Tisato, P. Cosi, F. Tesser, Emotions and voice quality: experiments with sinusoidal modeling, VOQUAL'03, Geneva, August 27-29, 2003.
9. Ekman P. Facial expression and emotion. Amer. Psychologist 48 (1993) 384-392
10. P. Ekman, Strong evidence for universals in facial expressions: a reply to Russell's mistaken critique, Psychological Bull. (1994) 268-287.
11. Ekman P., and Friesen W.V. Facial Action Coding System: Investigator's Guide (1978), Consulting Psychologists Press
12. T. Fawcett, ROC graphs: notes and practical considerations for researchers, HP Laboratories, 16 March 2004.
13. Ficet-Cauchard V., Porquet C., and Revenu M. CBR for the reuse of image processing knowledge: a recursive retreival/adaptation strategy. In: Althoff K.-D., Bergman R., and Branting L.K. (Eds). Case Based Reasoning Research and Development (1999), Springer, Berlin 438-453
14. M. Frank, P. Perona, Y. Yacoob, Automatic extraction of facial action codes, Consultants Report, Department of Electrical Engineering, Caltech, 2001.
15. G. Gomez, E. Morales, Automatic feature construction and a simple rule induction algorithm for skin detection, in: Proc. ICML Workshop on Machine Learning in Computer Vision 2002, pp. 31-38.
16. Gonzalez R.C., and Woods R.E. Digital Image Processing. third ed. (2008), Prentice-Hall, Englewood Cliffs
17. Grimnes M., and Aamodt A. A two-layer case-based reasoning architecture for medical image understanding. In: Smith I., and Faltings B. (Eds). Advances in Case Based Reasoning (1997), Springer, Berlin 164-178
18. Haddad M., Adlassnig K.P., and Porenta G. Feasibility analysis of case based reasoning system for automated detection of coronary heart disease from myocardial scinitgrams. Artificial Intelligence Medicine 9 (1997) 61-78
19. J.E. Hunter, Human motion segmentation and object recognition using fuzzy rules. IEEE International Workshop on Robot and Human Interactive Communication (RO-MAN'05), Nashville, USA, 2005, pp. 210-216.
20. Jarmulak J. Case-based classification of ultrasonic B-scans: case base organization and case retrieval. In: Smyth B., and Cunningham P. (Eds). Advances in Case Based Reasoning (1998), Springer, Berlin 100-111
21. A. Katoh, Y. Fukui, Classification of facial expressions using self-organizing maps, in: 20th Internat. Conf. of the IEEE Engineering in Medicine and Biology Society, Vol. 20(2), 1998.
22. Keller J.M., Gader P., Tahani H., Chiang J.H., and Mohamed M. Advances in fuzzy integration for pattern recognition. Fuzzy Sets and Systems 65 (1994) 273-283
23. A. Khanam, M. Zubair Shafiq, Ejaz Muhammad, CBR: fuzzified case retreival approach for facial expression recognition, in: 25th IASTED Internat. Conf. on Artificial Intelligence and Applications, Innsbruck, Austria, February 2007, pp. 162-167.
24. Khanum A., and Mufti M. Intelligent expression blending for performance driven facial animation. IEEE Trans. Consumer Electron. 53 2 (2007)
25. D.-J. Kim, Z. Bien, Fuzzy neural networks (FNN)-based approach for personalized facial expression recognition with novel feature selection method, in: IEEE Conf. on Fuzzy Systems, 2003.
26. Kobashi S., Kondo K., and Hata Y. Computer-aided diagnosis of intracranial aneurysms in MRA images with case-based reasoning. IEICE Trans. Inform. Systems E89-D 1 (2006) 340-350
27. H. Kobayashi, F. Hara, The recognition of basic facial expressions by neural network, in: Proc. Internat. Joint Conf. on Neural Network, 1991, pp. 460-466.
28. H. Kobayashi, F. Hara, Recognition of mixed facial expressions by neural network, in: IEEE Internat. Workshop on Robot and Human Communication, September 1992, pp. 387-391.
29. Kolodner J.L., and Leake D. A tutorial introduction to case-based reasoning. In: Leake D. (Ed). Case-Based Reasoning: Experiences, Lessons and Future Directions (1996), MIT Press 31-65
30. S. Kshirsagar, M. Escher, G. Sannier, N. Magnenat-Thalmann, Multimodal animation system based on the MPEG-4 standard, in: Proc. of Multimedia Modeling'99, 1999, pp. 215-232.
31. B. Lopez, E. Plaza, Case based learning of strategic knowledge, in: Y. Kodratoff (Ed.), Machine Learning EWSL-91, Lecture Notes in Artificial Intelligence, Springer, Berlin, 1991, pp. 398-411.
32. R. Macura, K. Macura, MacRad: radiology image resource with a case based retrieval system, in: M. Veloso, A. Aamodt (Eds.), Case Based Reasoning: Research and Development, Springer, Berlin, 1995, pp. 43-45.
33. A. Micarelli, A. Neri, G. Sansonetti, A case based approach to image recognition, in: E. Blanzieri, L. Portinale (Eds.), Advances in Case Based Reasoning, Springer, Berlin, 2000, pp. 443-454.
34. MPEG-4, ISO/IEC 14496-5, 2001.
35. M. Mufti, A. Khanum, Fuzzy Rule-Based Facial Expression Recognition, CIMCA-2006, Sydney, Australia.
36. D. O'Sullivan, E. McLoughlin, M. Bertolotto, D. Wilson, A case based approach to managing geo-spatial imagery task, in: Proc. Seventh European Conf. on Case based Reasoning (ECCBR04), Lecture Notes in Artificial Intelligence, Springer, Berlin, 2004, pp. 702-716.
37. D. O'Sullivan, E. McLoughlin, M. Bertolotto, D. Wilson, Capturing and reusing case based context for image retrieval, in: Proc. 19th Internat. Joint Conf. Artificial Intelligence (IJCAI-05), Morgan Kaufmann, San Francisco, CA, 2005, pp. 1574-1576.
38. Pantic M., and Rothkrantz L.J.M. Automatic analysis of facial expressions: the state of the art. IEEE Trans. Pattern Anal. Mach. Intell. 22 12 (2000)
39. Perner P., Holt A., and Richter M. Image processing in cased based reasoning. Knowledge Eng. Rev. 20 3 (2006) 311-314
40. E. Plaza, Lopez de Mantaras, A case based apprentice that learns from fuzzy examples, in: Z. Ras, M.L. Emrich (Eds.), Methodologies for Intelligent Systems, Vol. 5, Elsevier, Amsterdam, 1990, pp. 420-427.
41. D.J. Schiano, S.M. Ehrlich, K. Rahardja, K. Sheridan, Face to interface: facial affect in (hu)man and machine, in: ACM CHI 2000 Conf. on Human Factors in Computing Systems, 2000, pp. 193-200.
42. J.P. Skelley, Experiments in expression recognition, Masters Thesis, MIT, USA, 2005.
43. Stephenson G.M., Ayling K., and Rutter D.R. The role of visual communication in social exchange. Britain J. Social Clinical Psychol. 15 (1976) 113-120
44. Y.L. Tian, L. Brown, A. Hampapur, S. Pankanti, A. Senior, R. Bolle, Real world real time automatic recognition of facial expressions. IEEE Workshop on Performance Evaluation of Tracking and Surveillance (PETS'03), Graz, Austria, 2003, pp. 9-16.
45. A.M. Tekalp, J. Ostermann, Face and 2-D mesh animation in MPEG-4, Signal Process. Image Comm. (2000) 387-421.
46. H. Ushida, T. Takagi, T. Yamaguchi, Recognition of facial expressions using conceptual fuzzy sets, in: Proc. Second IEEE Internat. Conf. on Fuzzy Systems 1993, pp. 594-599.
47. F. Wallhoff, Facial expressions and emotions database, Technische Universität München 2006. 〈http://www.mmk.ei.tum.de/∼waf/fgnet/feedtum.html〉.
48. Weber R.O. Fuzzy set theory and uncertainty in case-based reasoning. Engineering Intelligent Systems 14 3 (2006) 121-136
49. S.C. Widen, J.A. Russell, A. Brooks, Anger and disgust: discrete or overlapping categories? in: 2004 APS Annual Convention, Boston College, Chicago, IL, May 2004.
50. X. Zhou, X. Huang, Y. Wang, Real-time facial expression recognition in the interactive game based on embedded hidden Markov model, in: Internat. Conf. on Computer Graphics, Imaging and Visualization (CGIV'04), 2004.
51. M. Zubair Shafiq, A. Khanum, Facial expression recognition system using case based reasoning system, in: IEEE Internat. Conf. on Advancement of Space Technologies, 2006, pp. 147-151.
52. M. Zubair Shafiq, A. Khanum, A 'personalized' facial expression recognition system using case based reasoning, in: Second IEEE Internat. Conf. on Emerging Technologies, Peshawar, 2006, pp. 630-635.
53. I. Cohen, Automatic facial expression recognition from video sequences using temporal information, Masters Thesis. Department of Electrical Engineering, University of Illinois at Urbana-Champaign, 2000.