Gait recognition for human identification based on ICA and fuzzy SVM through multiple views fusion

Pattern Recognition Letters

Volumn 28, Issue 16, 2007, Pages 2401-2411

  Lu, Jiwen ^a   Zhang, Erhu ^b  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^b XI'AN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Gait recognition; Genetic fuzzy SVM; ICA; Multiple feature representations; Multiple views fusion

Indexed keywords

DATABASE SYSTEMS; FUZZY SYSTEMS; INDEPENDENT COMPONENT ANALYSIS; SUPPORT VECTOR MACHINES;

GAIT RECOGNITION; GENETIC FUZZY SVM; MULTIPLE FEATURE REPRESENTATIONS; MULTIPLE VIEWS FUSION; SILHOUETTES;

GAIT ANALYSIS;

EID: 35148892188     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2007.08.004     Document Type: Article

References (24)

1. Cao L.J., Chua K.S., Chong W.K., Lee H.P., and Gu Q.M. A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine. Neurocomputing 55 (2003) 321-336
2. Deniz O., Catrillon M., and Hernandez M. Face recognition using independent component analysis and support vector machines. Pattern Recognition Lett. 24 (2003) 2153-2157
3. Foster J.P., Nixon M.S., and Prugel-Bennett A. Automatic gait recognition using area-based metrics. Pattern Recognition Lett. 24 (2003) 2489-2497
4. Hyvarinen A. A fast and robust fixed-point algorithm for independent component analysis. IEEE Trans. Neural Networks 3 (1999) 626-634
5. Hyvarinen A., and Oja E. Independent component analysis: Algorithm and applications. Neural Networks 13 (2000) 411-430
6. Kale, A., Rajagopalan, A.N., Cuntoor, N., Kruger, V., 2002. Gait-based recognition of humans using continuous HMMs. In: IEEE Internat. Conf. on Automatic Face and Gesture Recognition.
7. Karhunen J., Pajunen P., and Oja E. The nonlinear PCA criterion in blind source separation: Relations with other approaches. Neurocomputing 22 (1998) 5-20
8. Kecman V. Learning and soft computing, support vector machines. Neural Networks and Fuzzy Logic Models (2001), The MIT Press, Cambridge, MA
9. Kim M.S., Kim D., and Lee S.Y. Face recognition using the embedded HMM with second-order block-specific observations. Pattern Recognition 36 (2002) 2723-2735
10. Kumar, S., Singh, C., 2005. A study of Zernike moments and its use in Devanagari handwritten character recognition. In: Internat. Conf. on Cognition and Recognition, India.
11. Kumar A., and Zhang D. Personal authentication using multiple palmprint representation. Pattern Recognition 38 (2005) 1695-1704
12. Lee L. Gait Analysis for Classification (2002), Massachusetts Institute of Technology, USA
13. Li K.L., Huang K.H., and Tian S.F. Fuzzy support vector machine for multi-class classification. Acta Electron. Sinica 32 6 (2002) 830-832
14. Lin C.-F., and Wang S.-D. Fuzzy support vector machines. IEEE Trans. Neural Network 13 (2002) 464-471
15. Lin C.-F., and Wang S.-D. Training algorithms for fuzzy support vector with data. Pattern Recognition Lett. 25 (2004) 1647-1656
16. Lu, J.W., Zhang, E.H., Zhang, Z.G., Xue Y.X., 2005. Gait recognition using independent component analysis. In: Internat. Symposium on Neural Networks, China, pp. 183-188.
17. Lu, J.W., Zhang, E.H., Jing C.N., 2006. Gait recognition using wavelet descriptor and independent component analysis. In: Internat. Symposium on Neural Networks, China, pp. 232-237.
18. Mowbray, Stuart D., Nixon, Mark S., 2003. Automatic gait recognition via Fourier descriptors of deformable objects. In: Internat. Conf. on Audio and Video-based Biometrics Person Authentication, Crans-Montana, pp. 566-573.
19. Wagg, D.K., Nixon, M.S., 2004. An automated model-based extraction and analysis of gait. In: IEEE Conf. on Automatic Face and Gesture Recognition, Seoul, Korea, pp. 11-16.
20. Wang L., Tan T., Ning Z., and Hu W. Silhouette analysis-based gait recognition for human identification. IEEE Trans. Pattern Anal. Machine Intell. 25 9 (2003) 1505-1518
21. Yu, S., Wang, L., Hu, W., Tan T., 2004. Gait analysis for human identification in frequency domain. In: Internat. Conf. on Image and Graphics. Hong Kong, China, pp. 282-285.
22. Yuen P.C., and Lai J.H. Face representation using independent component analysis. Pattern Recognition 35 (2002) 1247-1257
23. Zhang D., Kong W.-K., You J., and Wong M. Online palmprint identification. IEEE Trans. Pattern Anal. Machine Intell. 25 9 (2003) 1041-1049
24. Zhang, E.H., Lu, J.W., Duan, G.L., 2005. Gait recognition via independent component analysis based on support vector machine and neural network. In: Internat. Conf. on Natural Computation, China, pp. 610-649.