Ensemble of global and local features for face age estimation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6676 LNCS, Issue PART 2, 2011, Pages 251-259

  Yang, Wankou ^a,b   Chen, Cuixian ^a   Ricanek, Karl ^a   Sun, Changyin ^b  

^a UNIVERSITY OF NORTH CAROLINA WILMINGTON   (United States)

^b SOUTHEAST UNIVERSITY   (China)

Author keywords

AAM; age estimation; ensemble; feature fusion; Gabor

Indexed keywords

AAM; AGE ESTIMATION; ENSEMBLE; FEATURE FUSION; GABOR;

BEHAVIORAL RESEARCH; ESTIMATION; FACE RECOGNITION;

NEURAL NETWORKS;

EID: 79957807178     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-21090-7_30     Document Type: Conference Paper

References (15)

1. Albert, A.M., Ricanek, K., Patterson, E.: A review of the literature on the aging adult skull and face: Implications for forensic science research and applications. Forensic Science International 172, 1-9 (2007)
2. Fu, Y., Guo, G., Huang, T.S.: Age synthesis and estimation via face: a survey. IEEE Transactions on Pattern Analysis and Machine Intelligence 32(11), 1955-1976 (2010)
3. Yan, S., Zhou, X., Liu, M., Hasegawa-Johnson, M., Huang, T.S.: Regression from patch-kernel. In: ICPR 2008 (2008)
4. Guo, G.D., Fu, Y., Dyer, C., Huang, T.S.: Image-based human age estimation by manifold learning and locally adjusted robust regression. IEEE Transactions on Image Processing 17(7), 1178-1188 (2008)
5. Luu, K., Ricanek, K., Bui, T.D., Suen, C.Y.: Age estimation using active appearance models and support vector machine regression. In: IEEE Conf. on Biometrics: Theory, Applications and Systems (2009)
6. Ricanek, K., Wang, Y., Chen, C., Simmons, S.J.: Generalized multi-ethnic face age-estimation. In: IEEE Conf. on Biometrics: Theory, Applications and Systems (2009)
7. Chen, C., Chang, Y., Ricanek, K., Wang, Y.: Face age estimation using model selection. In: CVPRW 2010 (2010)
8. Cootes, T.F., Edwards, G.J., Taylor, C.J.: Active appearance models. In: Burkhardt, H., Neumann, B. (eds.) ECCV 1998. LNCS, vol. 1407, pp. 484-498. Springer, Heidelberg (1998)
9. Mark, L.S., Pittenger, J.B., Hines, H., Carello, C., Shaw, R.E., Todd, J.T.: Wrinkling and head shape as coordinated sources of age level information. Journal Perception and Psychophysics 27(2), 117-124 (1980)
10. Liu, C., Wechsle, H.: Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition. IEEE Trans. IP 11(4), 467-476 (2002)
11. Goodall, C.R.: Procrustes methods in the statistical analysis of shape. J. Roy. Statist. Soc. B 53(2), 285-339 (1991)
12. Minear, M., Park, D.C.: A lifespan database of adult facial stimuli. Behavior Research Methods, Instruments, & Computers 36, 630-633 (2004)
13. Patterson, E., Sethuram, A., Albert, M., Ricanek, K.: Comparison of synthetic face aging to age progression by forensic sketch artist. In: IASTED International Conference on Visualization, Imaging, and Image Processing, Palma de Mallorca, Spain (2007)
14. Aam-library, http://groups.google.com/group/asmlibrary?pli=1
15. Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines (2001), software http://www.csie.ntu.edu.tw/cjlin/libsvm