Face recognition based on PCA on wavelet subband of average-half-face

Journal of Information Processing Systems

Volumn 8, Issue 3, 2012, Pages 483-494

  Satone, M P ^a   Kharate, G K ^b  

^a K K WAGH INSTITUTE OF ENGINEERING EDUCATION AND RESEARCH   (India)

^b Principal MCOERC   (India)

Author keywords

Face recognition; Principal Component Analysis; Subband; Wavelet transform

Indexed keywords

AVERAGE HALF FACES; BAND FREQUENCIES; BEHAVIORAL CHARACTERISTICS; BIOMETRIC IDENTIFICATIONS; BIOMETRIC METHODS; COMPUTATION TIME; COMPUTATIONAL LOADS; DISCRIMINATORY POWER; FACE RECOGNITION ALGORITHMS; HUMAN FACE RECOGNITION; HUMAN FACES; NOVEL ALGORITHM; PARTIAL INFORMATION; RECOGNITION ACCURACY; SECURITY DATUM; SUBBANDS; TERRORIST ATTACKS; WAVELET SUB BANDS;

ALGORITHMS; BIOMETRICS; PRINCIPAL COMPONENT ANALYSIS; WAVELET TRANSFORMS;

FACE RECOGNITION;

EID: 84874203957     PISSN: 1976913X     EISSN: 2092805X     Source Type: Journal    
DOI: 10.3745/JIPS.2012.8.3.483     Document Type: Article

References (33)

1. Perronnin, F., Dugelay, J.-L., 2003. "An introduction to biometrics and face recognition". In: Proc. IMAGE'2003: Learning, Understanding, Information Retrieval, Medical, Cagliari, Italy, June.
2. R. Chellappa, C. L. Wilson and S. Sirohey, "Human and machine recognition of faces: a survey", Proceedings of the IEEE, Vol.83, No.5, 705-740, 1995.
3. G. Chow and X. Li, "Towards a system for automatic facial feature detection", Pattern Recognition, Vol.26, No.12, 1739-1755, 1993.
4. F. Goudail, E. Lange, T. Iwamoto, K. Kyuma and N. Otsu, "Face recognition system using local autocorrelations and multiscale integration", IEEE Trans. PAMI, Vol.18, No.10, 1024-1028, 1996.
5. K. M. Lam and H. Yan, "Locating and extracting the eye in human face images", Pattern Recognition, Vol.29, No.5 771-779, 1996.
6. D. Valentin, H. Abdi, A. J. O'Toole and G. W. Cottrell, "Connectionist models of face processing: A Survey", Pattern Recognition, Vol.27, 1209-1230, 1994.
7. A. L. Yuille, P. W. Hallinan and D. S. Cohen, "Feature extraction from faces using deformable templates", Int. J. of Computer Vision, Vol.8, No.2, 99-111, 1992.
8. M. Kirby and L. Sirovich, "Application of the Karhunen-Loeve procedure for the characterization of human faces", IEEE Trans. PAMI., Vol.12, 103-108, 1990.
9. M.A. Turk, A.P. Pentland, "Face Recognition Using Eigenfaces, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition", 3-6 June 1991, Maui, Hawaii, USA, pp.586-591
10. D. L. Swets and J. J. Weng, "Using discriminant eigenfeatures for image retrieval", IEEE Trans. PAMI., Vol.18, No.8, 831-836, 1996.
11. D. Valentin, H. Abdi, A. J. O'Toole and G. W. Cottrell, "Connectionist models of face processing: A Survey", Pattern Recognition, Vol.27, 1209-1230, 1994.
12. M. V. Wickerhauser, "Large-rank approximate component analysis with wavelets for signal feature discrimination and the inversion of complicated maps", J. Chemical Information and Computer Sciences, Vol.34, No.5, 1036-1046, 1994.
13. J. Harguess, S. Gupta, and J. K. Aggarwal, "3D face recognition with the average-half-face", International Conference on Pattern Recognition ICPR, 2008.
14. M. I. Shah and D. C. Sorensen, "symmetry preserving singular value decomposition", SIAM J. Matrix Anal. Appl., 28(3):749-769, 2006.
15. A. Pentland, B. Moghaddam and T. Starner, "View-based and modular eigenspaces for face recognition", Proc. IEEE Conf. Computer vision and Pattern Recognition, Seattle, June, 84-91,1994.
16. L.Sirovich and M. Kirby, "Low-dimensional procedure for the characterization of human faces", J. Opt. Soc. Am. A, Vol.4, No.3, 519-524, 1987.
17. M. Turk and A. Pentland, "Eigenfaces for recognition", J. Cognitive Neuroscience, Vol.3, 71-86,1991.
18. A. J. O'Toole, H. Abdi, K. A. Deffenbacher and D. Valentin, "A low-dimensional representation of faces in the higher dimensions of the space", J. Opt. Soc. Am., A, Vol.10, 405-411, 1993.
19. G. Shakhnarovich, G. Shakhnarovich, B. Moghaddam, and B. Moghaddam, Face recognition in subspaces, In S.Z. Li,A.K. Jain (Eds.), Handbook of Face Recognition, pages 141-168. Springer, 2004.
20. W. Zhao and R. Chellappa, "llumination-insensitive face recognition using symmetric shape-fromshading, Computer Vision and Pattern Recognition", IEEE Computer Society Conference on, 1:1286, 2000.
21. N. Ramanathan, "Facial similarity across age, disguise, illumination and pose", In Proceedings of International Conference on Image Processing, 1999.
22. G. Pan and Z. Wu, "3D face recognition from range data", Int. J. Image Graphics, 5(3):573-594, 2005.
23. F.Tarrés, A. Rama, GTAV Face Database. "http://gps-tsc.upc.es/GTAV/ResearchAreas/UPCFaceDatabase/ GTAVFaceDatabase.htm"
24. A. K. Jain, Fundamentals of digital image processing, Prentice Hall, 1989, pp.163-175.
25. B Moghaddam, W Wahid and A pentland, "Beyond eigenfaces: Probabilistic matching for face recognition", Proceeding of face and gesture recognition, 1998, pp.30-35.
26. I. Daubechies, "The wavelet transform time-frequency localization and signal analysis", IEEE Trans. Information Theory, Vol.36, No.5, 961-1005, 1990.
27. A. Grossman and J. Morlet, "Decomposition of Hardy functions into square integral wavelet of constant shape", SIAM J. of Mathematical Analysis, Vol.15, 723-736, 1984.
28. I. Daubechies, "Ten Lectures on Wavelets", CBMS-NSF series in Applied Mathematics, Vol.61, SIAM Press, Philadelphia, 1992.
29. G C Feng, P C Yuen and D Q Dai, "Human Face Recognition Using PCA on Wavelet Subband", J. Electron. Imaging 9, 226, 2000.
30. C Nastar, The image shape spectrum for image retrieval, Technical report, No.3206, INRIA, June, 1997.
31. C Nastar, B Moghaddam and A Pentland, "Flexible images: matching and recognition using learned formations", Computer Vision and Image Understanding, Vol.65, No.2, 1997, pp.179-191.
32. ORL database: "http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.htm".
33. Yale Univ. Face DB, 2002. "http://cvc.yale.edu/projects/yale faces/yalefaces.html".