Age classification system with ICA based local facial features

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

Volumn 5552 LNCS, Issue PART 2, 2009, Pages 763-772

  Qi, Hang ^a   Zhang, Liqing ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

AGE CLASSIFICATION; CLASS LABELS; CLASSIFICATION ACCURACY; FACE ALIGNMENT; FACE DETECTION; FACIAL COMPONENTS; LINEAR COMBINATIONS; LOCAL FACIAL FEATURE; MUTUAL INFORMATIONS; REAL TIME;

ALIGNMENT; HEMODYNAMICS; INDEPENDENT COMPONENT ANALYSIS; NEURAL NETWORKS;

FACE RECOGNITION;

EID: 69849091984     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-01510-6_86     Document Type: Conference Paper

References (13)

1. Kwon, Y.H., Lobo, N.V.: Age classification from facial images. Computer Vision and Image Understanding 74(1), 1-21 (1999)
2. Horng, W.B., Lee, C.P., Chen, C.W.: Classification of age groups based on facial features. Tamkang Journal of Science and Engineering 4(3), 183-191 (2001)
3. Lanitis, A., Taylor, C.J., Cootes, T.F.: Toward Automatic Simulation of Aging Effects on Face Images. IEEE Transactions on Pattern Analysis and Machine Intelligence 24(4), 442-455 (2002)
4. Ueki, K., Hayashida, T., Kobayashi, T.: Subspace-based Age-group Classification Using Facial Images under Various Lighting Conditions. In: The 7th International Conference on Automatic Face and Gesture Recognition, pp. 43-48 (2006)
5. Yang, J., Zhang, D., Frangi, A.F., Yang, J.Y.: Two-Dimensional PCA: a new approach to appearance-based face representation and recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence 26(1), 131-137 (2004)
6. Belhumeur, P.N., Hespanha, J.P., Kriegman, D.J.: Eigenfaces vs. Fisherfaces: recognition using class specific linear projection. IEEE Trans. on Pattern Analysis and Machine Intelligence 19(7), 711-720 (1997)
7. Bell, A.J., Sejnowski, T.J.: The independent components of natural scenes are edge filters. Vision Res. 23, 3327-3338 (1997)
8. Barlett, M.S., Movellan, J.R., Sejnowski, T.J.: Face Recognition by Independent Component Analysis. IEEE Transactions on Neural Networks 13(6), 1450-1464 (2002)
9. Viola, P., Jones, M.J.: Rapid Object Detection using a Boosted Cascade of Simple Features. In: Proc. CVPR, pp. 511-518 (2001)
10. Zhang, L., AI, H., et al.: Robust Face Alignment Based on Local Texture Classifiers. In: International Conference on Image Processing, pp. II-354-II-357 (2005)
11. Blum, A., Langley, P.: Selection of relevant features and examples in machine learning. Artificial Intelligence 97(1-2), 245-271 (1997)
12. Kwak, N., Choi, C.H.: Input Feature Selection by Mutual Information Based on Parzen Window. IEEE Trans. on Pattern Analysis and Machine Intelligence 24(12), 1667-1671 (2002)
13. Phillips, P.J., Moon, H., Rizvi, S.A., Rauss, P.J.: The FERET evaluation methodology for face-recognition algorithms. IEEE Trans. on Pattern Analysis and Machine Intelligence 22(10), 1090-1104 (2000)