A facial expression recognition system based on supervised locally linear embedding

Pattern Recognition Letters

Volumn 26, Issue 15, 2005, Pages 2374-2389

  Liang, Dong ^a   Yang, Jie ^a   Zheng, Zhonglong ^a   Chang, Yuchou ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

Dimension reduction; Feature extraction; Minimum distance classifier; Pattern recognition; Supervised locally linear embedding (SLLE)

Indexed keywords

EMBEDDED SYSTEMS; FEATURE EXTRACTION; LEARNING ALGORITHMS; LINEAR SYSTEMS; PATTERN RECOGNITION;

DIMENSION REDUCTION; FACE DETECTION MODULE; MINIMUM-DISTANCE CLASSIFIER; SUPERVISED LOCALLY LINEAR EMBEDDING (SLLE);

FACE RECOGNITION;

EID: 25844493299     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2005.04.011     Document Type: Article

References (21)

1. Bartlett, M., 1998. Face Image Analysis by Unsupervised Learning and Redundancy Reduction. PhD thesis, University of California, San Diego.
2. M.J. Black, and Y. Yacoob Recognizing facial expressions in image sequences using local parameterized models of image motion Internat. J. Comput. Vision 25 1 1997 23 48
3. Bourel, F., Chibelushi, C.C., Low, A.A., 2002. Robust facial expression recognition using a state-based model of spatially-localised facial dynamics. In: Proc. Fifth IEEE Internat. Conf. on Automatic Face and Gesture Recognition, pp. 106-111.
4. de Ridder, D., Duln, R.P.W., 2002. Locally linear embedding for classification. Available from: 〈 http://www.ph.tn.tudelft.nl〉.
5. P. Ekman, and W. Friesen Unmasking the Face 1975 Prentice-Hall New Jersey
6. Fasel, B., 2002. Head-pose invariant facial expression recognition using convolutional neural networks. In: Proc. Fourth IEEE Internat. Conf. on Multimodal Interfaces, pp. 529-534.
7. Gokturk, S.B., Bouguet, J.-Y., Tomasi, C., Girod, B., 2002. Model-based face tracking for view-independent facial expression recognition. In: Proc. Fifth IEEE Internat. Conf. on Automatic Face and Gesture Recognition, pp. 272-278.
8. Hadid, A., Koouropteva, O., Picetikainen, M., 2002. Unsupervised learning using locally linear embedding: Experiments with face pose analysis. In: Proc. 16th Internat. Conf. on Pattern Recognition, pp. 111-114.
9. Kim, D.H., Finkel, L.H., 2003. Hyperspectral image processing using locally linear embedding. In: 1st Internat. IEEE EMBS Conf. Neural Engineering, pp. 316-319.
10. Xufeng Ling, Jie Yang, and Yitan Zhu Face detection in color image series Chin. J. Infrared Laser Eng. 30 5 2001 328 342
11. Lo, Hok-chun, Chung, Ronald, 2001. Facial expression recognition approach for performance animation. In: Proc. Second Internat. Workshop on Digital and Computational Video, pp. 132-139.
12. Lyons, M.J., Akamatsu, S., Kamachi, M., Gyoba, J., 1998. Coding facial expressions with gabor wavelets. In: Proc. Third IEEE Internat. Conf. on Automatic Face and Gesture Recognition, pp. 200-205.
13. Muller, S., Wallboff, F., Hulsken, F., Rigoll, G., 2002. Facial expression recognition using pseudo 3-D hidden Markov models. In: Proc. 16th Internat. Conf. on Pattern Recognition, pp. 32-35.
14. Otsuka, T., Ohya, J., 1996. Recognition of facial expressions using HMM with continuous output probabilities. In: 5th IEEE Internat. Workshop on Robot and Human Communication, pp. 323-328.
15. S.T. Roweis, and L.K. Saul Nonlinear dimensionality reduction by locally linear embedding Science 290 5500 2000 2323 2326
16. L.K. Saul, and S.T. Roweis Think globally, fit locally: Unsupervised learning of low dimensional manifolds J. Machine Learn. Res. 4 2 2004 119 155
17. Y. Tian, T. Kanade, and J.F. Cohn Recognizing action units for facial expression analysis IEEE Trans. Pattern Anal. Machine Intell. 23 2 2001 97 115
18. Wang, M., Iwai, Y., Yachida, M., 1998. Expression recognition from time-sequential facial images by use of expression change model. In: Proc. 3rd IEEE Internat. Conf. on Automatic Face and Gesture Recognition, pp. 324-329.
19. Y. Yacoob, and L.S. Davis Recognizing human facial expressions from long image sequences using optical-flow IEEE Trans. Pattern Anal. Machine Intell. 18 6 1996 636 642
20. Li-Zhuang Zhao, Wen Gao, and Xi-Lin Chen Eigenface dimension variant classification and it's application in expression recognition Chin. J. Comput. 22 6 1999 627 632
21. Zheng, Zhonglong, Yang, Jie, 2004. Extended LLE with gabor wavelet for face recognition. In: The 17th Australian Joint Conf. on Artificial Intelligence, 6-10th December 2004, Cairns Australia (accepted).