Robust gender classification using a precise patch histogram

Pattern Recognition

Volumn 46, Issue 2, 2013, Pages 519-528

  Shih, Huang Chia ^a  

^a YUAN ZE UNIVERSITY   (Taiwan)

Author keywords

Active appearance model; Bayesian classifier; Biometric analysis; Face recognition; Gender classification; Human computer interaction; Local binary patch

Indexed keywords

ACTIVE APPEARANCE MODELS; BAYESIAN CLASSIFIER; BIOMETRIC ANALYSIS; GENDER CLASSIFICATION; LOCAL BINARY PATCH;

BIOMETRICS; FACE RECOGNITION; FEATURE EXTRACTION; GRAPHIC METHODS; HUMAN COMPUTER INTERACTION;

IMAGE CLASSIFICATION;

EID: 84867396515     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2012.08.003     Document Type: Article

References (25)

1. Y. Saatci, C. Town, Cascaded classification of gender and facial expression using active appearance models, in: Proceedings of the Seventh International Conference on Automatic Face and Gesture Recognition (FGR'06), April 2006, pp. 393-400.
2. T.F. Cootes, G.J. Edwards, and C.J. Taylor Active appearance models IEEE Transactions on Pattern Analysis and Machine Intelligence 23 6 2001 681 685
3. I. Matthews, and S. Baker Active appearance models revisited International Journal of Computer Vision 60 2 2004 135 164
4. E. Mäkinen, and R. Raisamo Evaluation of gender classification methods with automatically detected and aligned faces IEEE Transactions on Pattern Analysis and Machine Intelligence 30 3 2008 541 547
5. T. Gernoth, A. GooBen, R.-R. Grigat, Face recognition under pose variations using shape-adapted texture features, in: Proceedings of the IEEE International Conference on Image Processing, 2010, pp. 4525-4528.
6. H.C. Lian, and B.L. Lu Multi-view gender classification using multi-resolution local binary patterns and support vector machines International Journal of Neural Systems 17 16 2007 479 487
7. Y. Fang, Z. Wang, Improving LBP features for gender classification, in: Proceedings of the International Conference on Wavelet Analysis and Pattern Recognition, August 2008, pp. 373-377.
8. B. Xia, H. Sun, B.L. Lu, Multi-view gender classification based on local gabor binary mapping pattern and support vector machines, in: IEEE International Joint Conference on Neural Networks, 2008, pp. 3388-3395.
9. A.R. Ardakany, and A.M. Joula Gender recognition based on edge histogram International Journal of Computer Theory and Engineering 4 2 2012 127 130
10. J. Li, and B.-L. Lu A Framework for Multi-view Gender Classification, Neural Information Processing 2008 Springer-Verlag Berlin, Heidelberg
11. X.-M. Leng, Y.-D. Wang, Gender classification based on fuzzy SVM, in: Proceedings of the Seventh International Conference on Machine Learning and Cybernetics, July 2008, 1260-1264.
12. S. Baluja, and H. Rowley Boosting sex identification performance International Journal of Computer Vision 71 1 2007 111 119
13. P. Viola, M. Jones, Rapid object detection using a boosted cascade of simple features, in: Proceedings of the Conference on Computer Vision and Pattern Recognition, December 2001, pp. 511-518.
14. T. Ahonen, A. Hadid, and M. Pietikäinen Face description with local binary patterns: application to face recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 28 12 2006 2037 2041
15. S.Z. Li, R.F. Chu, S.C. Liao, and L. Zhang Illumination invariant face recognition using near-infrared images IEEE Transactions on Pattern Analysis and Machine Intelligence 29 4 2007 627 639
16. A. Hadid, and M. Pietikäinen Combining appearance and motion for face and gender recognition from videos Pattern Recognition 42 11 2009 2818 2827
17. W. Zhang, S. Shan, W. Gao, X. Chen, H. Zhang, Local gabor binary pattern histogram sequence (LGBPHS): a novel non-statistical model for face representation and recognition, in: Proceedings of the IEEE International Conference on Computer Vision, 2005, pp. 786-791.
18. G. Zhao, M. Barnard, and M. Pietikäinen Lipreading with local spatiotemporal descriptors IEEE Transactions on Multimedia 11 7 2009 1254 1265
19. J. Aghajanian, J. Warrell, S.J.D. Prince, P. Li, J.L. Rohn, B.Baum, Patch-based within-object classification, in: Proceedings of the IEEE 12th International Conference on Computer Vision, 2009, pp. 1125-1132.
20. M. Toews, and T. Arbel Detection, localization, and sex classification of faces from arbitrary viewpoints and under occlusion IEEE Transactions on Pattern Analysis and Machine Intelligence 31 9 2009 1567 1581
21. Z. Li, X. Zhou, Thomas S. Huang, Spatial Gaussian mixture model for gender recognition, in: Proceedings of the IEEE International Conference on Image Processing, November 2009, pp. 45-48.
22. M. Turk, and A. Pentland Eigenfaces for recognition Journal of Cognitive Neuroscience 3 1 1991 71 86
23. [Online] AAM Library: 〈http://www2.imm.dtu.dk/~aam/〉
24. G.B. Huang, M. Ramesh, T. Berg, E. Learned-Miller, Labeled faces in the wild: A database for studying face recognition in unconstrained environments, University of Massachusetts, Amherst, Technical Report 070-49, October, 2007.
25. P.J. Phillips, H. Moon, S.A. Rizvi, and P.J. Rauss The FERET evaluation methodology for face-recognition algorithms IEEE Transactions on Pattern Analysis and Machine Intelligence 22 10 2000 1090 1104