Face age classification on consumer images with gabor feature and fuzzy LDA method

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

Volumn 5558 LNCS, Issue , 2009, Pages 132-141

  Gao, Feng ^a   Ai, Haizhou ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

Age classification; Fuzzy LDA; Gabor feature; Membership functions

Indexed keywords

AGE CLASSIFICATION; AGE ESTIMATION; COMPARATIVE EXPERIMENTS; CONSUMER IMAGES; FUZZY LDA; FUZZY VERSION; GABOR FEATURE; HUMAN FACES; LDA CLASSIFIERS;

BIOMETRICS; IMAGE RETRIEVAL;

MEMBERSHIP FUNCTIONS;

EID: 69949119738     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-01793-3_14     Document Type: Conference Paper

References (15)

1. 1.Suo, J., Min, F., Zhu, S., Shan, S., Chen, X.: A Multi-Resolution Dynamic Model for Face Aging Simulation. In: CVPR 2007 (2007)
2. Geng, X., Zhou, Z.-H., Smith-Miles, K.: Automatic Age Estimation Based on Facial Aging Patterns. IEEE Transactions on Pattern Analysis and Machine Intelligence 29(12) (December 2007)
3. Wang, J., Shang, Y., Su, G., Lin, X.: Age simulation for face recognition. In: ICPR 2006 (2006)
4. Guo, G., Fu, Y., Dyer, C.R., Huang, T.S.: Image-Based Human Age Estimation by Manifold Learning and Locally Adjusted Robust Regression. IEEE Transactions on Image Processing 17(7) (July 2008)
5. Fu, Y., Huang, T.S.: Human Age Estimation With Regression on Discriminative Aging Manifold. IEEE Transactions on Multimedia 10(4) (June 2008)
6. 6.Yang, Z., Ai, H.: Demographic classification with local binary patterns. In: Lee, S.-W., Li, S.Z. (eds.) ICB 2007. LNCS, vol.4642, pp. 464-473. Springer, Heidelberg (2007)
7. Ling, H., Soatto, S., Ramanathan, N., Jacobs, D.W.: A Study of Face Recognition as People Age. In: ICCV 2007 (2007)
8. 8.Ahonen, T., Hadid, A., Pietikäinen, M.: Face recognition with local binary patterns. In: Pa- jdla, T., Matas, J. (eds.) ECCV 2004. LNCS, vol.3021, pp. 469-481. Springer, Heidelberg (2004)
9. Liu, C., Wechsler, H.: Gabor Feature Based Classification Using the Enhanced Fisher Linear Discriminant Model for Face Recognition. IEEE Transactions on Image Processing 11(4) (April 2002)
10. Belhumeur, P.N., Hespanha, J.P., Kriegman, D.J.: Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection. In: Buxton, B.F., Cipolla, R. (eds.) ECCV 1996. LNCS, vol.1064. Springer, Heidelberg (1996)
11. He, X., Niyogi, P.: Locality Preserving Projections. In: NIPS 2004 (2004)
12. Schapire, S.: Improved Boosting Algorithms Using Confidence-rated Predictions. Machine Learning 37(3), 297-336 (1999)
13. Vapnik, V.N.: The Nature of Statistical Learning Theory. Springer, Heidelberg (1995)
14. Viola, P., Jones, M.: Rapid Object Detection using a Boosted Cascade of Simple Features. In: CVPR 2001 (2001)
15. Zhuang, L., Ai, H., Xu, G.: Training Support Vector Machines for Video Based Face Recognition. In: International Conf. on Image and Graphics. SPIE, vol.4875, pp. 737-743 (2002) (Pubitemid 35443474)