Gait-based human age estimation

IEEE Transactions on Information Forensics and Security

Volumn 5, Issue 4, 2010, Pages 761-770

  Lu, Jiwen ^a   Tan, Yap Peng ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

Gabor wavelet; human age estimation; information fusion; multilabel learning; visual surveillance

Indexed keywords

AGE ESTIMATION; AGE GROUPS; GABOR FEATURE; GABOR PHASE; GABOR WAVELETS; GAIT SEQUENCES; HUMAN AGE ESTIMATION; HUMAN GAIT; LABEL ENCODING; LEARNING TECHNIQUES; MULTI-LABEL; MULTIPLE FEATURE FUSION; OVER-COMPLETE; POTENTIAL APPLICATIONS; PUBLIC PLACES; RAILWAY STATIONS; SHOPPING MALL; VISUAL SURVEILLANCE;

AIRPORT SECURITY; BINARY SEQUENCES; FEATURE EXTRACTION; INFORMATION FUSION; MONITORING; SHOPPING CENTERS;

ESTIMATION;

EID: 78649430686     PISSN: 15566013     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIFS.2010.2069560     Document Type: Article

References (57)

1. M. S. Nixon and J. N. Carter, "Automatic recognition by gait", Proc. IEEE, vol. 94, no. 11, pp. 2013-2024, Nov. 2006.
2. N. V. Boulgouris, D. Hatzinakos, and K. N. Plataniotis, "Gait recognition: A challenging signal processing technology for biometric identification", IEEE Signal Process. Mag., vol. 22, no. 6, pp. 78-90, Nov. 2005.
3. S. Sarkar, P. J. Phillips, Z. Liu, I. R. Vega, P. Grother, and K. W. Bowyer, "The humanID gait challenge problem: Data sets, performance, and analysis", IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 2, pp. 162-177, Feb. 2005.
4. J. Han and B. Bhanu, "Individual recognition using gait energy image", IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 2, pp. 316-322, Feb. 2006.
5. L. Wang, T. Tan, H. Ning, and W. Hu, "Silhouette analysis-based gait recognition for human identification", IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1505-1518, Dec. 2003.
6. J. Lu and Y.-P. Tan, "Uncorrelated discriminant simplex analysis for view-invariant gait signal computing", Pattern Recognit. Lett., vol. 31, no. 5, pp. 382-393, 2010.
7. J. Lu and E. Zhang, "Gait recognition for human identification based on ICA and fuzzy SVM through multiple views fusion", Pattern Recognit. Lett., vol. 28, no. 16, pp. 2401-2411, 2007.
8. G. V. Veres, M. S. Nixon, and J. N. Carter, "Modelling the time-variant covariates for gait recognition", in Proc. Audio- and Video-Based Biometric Person Authentication, 2005, pp. 597-606.
9. S. Argyropoulos, S. D. Tzovaras, D. Ioannidis, M. G. Strintzis, N. V. Boulgourisa, and Z. X. Chi, "A channel coding approach for human authentication from gait sequences", IEEE Trans. Inf. Forensics Security, vol. 4, no. 3, pp. 428-440, Sep. 2009.
10. C. Chen, J. Liang, H. Zhao, H. Hu, and J. Tian, "Factorial HMM and parallel HMM for gait recognition", IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 39, no. 1, pp. 114-123, Jan. 2009.
11. X. Li, S. J. Maybank, S. Yan, D. Tao, and D. Xu, "Gait components and their application to gender recognition", IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 38, no. 2, pp. 145-155, Feb. 2008.
12. D. Ioannidis, D. Tzovaras, I. G. Damousis, S. Argyropoulos, and K. Moustakas, "Gait recognition using compact feature extraction transforms and depth information", IEEE Trans. Inf. Forensics Security, vol. 2, no. 3, pp. 623-630, Sep. 2007.
13. K. Bashir, T. Xiang, and S. Gong, "Feature selection for gait recognition without subject cooperation", in Proc. British Machine Vision Conf., Leeds, U. K., Sep. 2008.
14. K. Bashir, T. Xiang, and S. Gong, "Feature selection on gait energy image for human identification", in Proc. IEEE Int. Conf. Acoustics, Speech and Signal Processing, 2008, pp. 985-988.
15. G. Guo, G. Mu, Y. Fu, C. Dyer, and T. Huang, "A study on automatic age estimation using a large database", in Proc. IEEE Int. Conf. Computer Vision, 2009, pp. 1986-1991.
16. G. Guo, G. Mu, Y. Fu, and T. Huang, "Human age estimation using bio-inspired features", in Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition, 2009, pp. 112-119.
17. Y. H. Kwon and N. V. Loba, "Age classification from facial images", Comput. Vis. Image Understanding, vol. 74, no. 1, pp. 1-21, 1999.
18. G. Guo, Y. Fu, T. Huang, and C. Dyer, "Locally adjusted robust regression for human age estimation", in Proc. IEEE Workshop on Application of Computer Vision, 2008, pp. 1-6.
19. G. Guo, Y. Fu, C. R. Dyer, and T. S. Huang, "Image-based human age estimation by manifold learning and locally adjusted robust regression", IEEE Trans. Image Process., vol. 17, no. 7, pp. 1178-1188, Jul. 2008.
20. Y. Fu and T. S. Huang, "Human age estimation with regression on discriminative aging manifold", IEEE Trans. Multimedia, vol. 10, no. 4, pp. 578-584, Jun. 2008.
21. Y. Fu, Y. Xu, and T. Huang, "Estimating human age by manifold analysis of face pictures and regression on aging features", in Proc. IEEE Int. Conf. Multimedia and Expo, 2007, pp. 1383-1386.
22. X. Geng, Z.-H. Zhou, Y. Zhang, G. Li, and H. Dai, "Learning from facial aging patterns for automatic age estimation", in Proc. ACM Int. Conf. Multimedia, 2006, pp. 307-316.
23. X. Geng, Z. H. Zhou, and S. M. Kate, "Automatic age estimation based on facial aging patterns", IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 12, pp. 2234-2240, Dec. 2007.
24. X. Geng, S.-M. Kate, Z.-H. Zhou, and L. Wang, "Facial age estimation by nonlinear aging pattern subspace", in Proc. ACM Int. Conf. Multimedia, 2008, pp. 721-724.
25. Z. Yang and H. Ai, "Demographic classification with local binary patterns", in Proc. IEEE Int. Conf. Biometrics, 2007, pp. 464-473.
26. J. Suo, T. Wu, S. Zhu, S. Shan, X. Chen, and W. Gao, "Design spare features for age estimation using hierarchical face model", in Proc. IEEE Int. Conf. Face and Gesture Recognition, 2008, pp. 1-6.
27. S. Yan, H. Wang, X. Tang, J. Liu, and T. Huang, "Regression from uncertain labels and its applications to soft biometrics", IEEE Trans. Inf. Forensics Security, vol. 3, no. 4, pp. 698-708, Dec. 2008.
28. S. Yan, H. Wang, X. Tang, and T. Huang, "Learning auto-structured regressor from uncertain nonnegative labels", in Proc. IEEE Int. Conf. Computer Vision, 2007, pp. 1-8.
29. S. Yan, X. Zhou, M. Liu, M. Hasegawa-Johnson, and T. Huang, "Regression from patch-kernel", in Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition, 2007, pp. 1-8.
30. A. Lanitis, C. J. Taylor, and T. F. Cootes, "Towards automatic simulation of aging effects on face images", IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 4, pp. 442-455, Apr. 2002.
31. A. Lanitis, "Comparative evaluation of automatic age progression methodologies", EURASIP J. Advances Signal Process., vol. 2008, 2008, Article 239480.
32. A. Lanitis, C. Draganova, and C. Christodoulou, "Comparing different classifiers for automatic age estimation", IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 34, no. 1, pp. 621-628, Feb. 2004.
33. Y. Fu, G. Guo, and T. S. Huang, "Age synthesis and estimation via faces: A survey", IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 11, pp. 1955-1976, Nov. 2010.
34. M. G. Rhodes, "Age estimation of faces: A review", Appl. Cognitive Psychol., vol. 23, no. 1, pp. 1-12, 2009.
35. M.-L. Zhang and Z.-H. Zhou, "ML-LNN: A lazy learning approach to multi-label learning", Pattern Recognit., vol. 40, pp. 2038-2048, 2007.
36. Y. Zhang and Z.-H. Zhou, "Multi-label dimensionality reduction via dependence maximization", in Proc. AAAI Conf. Artificial Intelligence, 2008, pp. 1503-1505.
37. R. E. Schapire and Y. Singer, "BoosTexter: A boosting-based system for text categorization", Mach. Learning, vol. 39, no. 2-3, pp. 135-168, 2000.
38. F. D. Comite, R. Gilleron, and M. Tommasi, "Learning multi-label alternating decision tree from texts and data", Lecture Notes Comput. Sci., vol. 2734, pp. 35-49, 2003.
39. A. Elisseeff and J. Weston, "A kernel method for multi-labelled classification", Advances Neural Inf. Process. Syst., vol. 14, pp. 681-687, 2002.
40. M. L. Zhang and Z. H. Zhou, "Multilabel neural networks with applications to functional genomics and text categorization", IEEE Trans. Knowl. Data Eng., vol. 18, no. 10, pp. 1338-1351, Oct. 2006.
41. B. Zhang, S. Shan, X. Chen, and W. Gao, "Histogram of Gabor phase patterns (HGPP): A novel object representation approach for face recognition", IEEE Trans. Image Process., vol. 16, no. 1, pp. 57-68, Jan. 2007.
42. C. Liu, "Gabor-based kernel PCA with fractional power polynomial models for face recognition", IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 5, pp. 572-581, May 2004.
43. C. Liu and H. Wechsler, "Gabor feature based classification using the enhanced Fisher linear discriminant method for face recognition", IEEE Trans. Image Process., vol. 11, no. 4, pp. 467-476, Apr. 2002.
44. C. Liu and H. Wechsler, "Independent component analysis of gabor feature for face recognition", IEEE Trans. Neural Netw., vol. 14, no. 4, pp. 919-928, Jul. 2003.
45. X. Yang, Y. Zhou, T. Zhang, E. Zheng, and J. Yang, "Gabor phase based gait recognition", Electron. Lett., vol. 44, no. 10, pp. 620-621, 2008.
46. Z. Li, D. Lin, and X. Tang, "Nonparametric discriminant analysis for face recognition", IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 4, pp. 755-761, Apr. 2009.
47. X. Yang, Y. Zhou, T. Zhang, G. Shu, and J. Yang, "Gait recognition based on dynamic region analysis", Signal Process., vol. 88, no. 9, pp. 2350-2356, 2008.
48. J. Yang, J.-Y. Yang, D. Zhang, and J.-F. Lu, "Feature fusion: Parallel strategy vs. serial strategy", Pattern Recognit., vol. 36, no. 6, pp. 1369-1381, 2003.
49. P. N. Belhumenur, J. P. Hepanha, and D. J. Kriegman, "Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection", IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 7, pp. 711-720, Jul. 1997.
50. S. Yan, D. Xu, B. Zhang, H.-J. Zhang, Q. Yang, and S. Lin, "Graph embedding and extensions: A general framework for dimensionality reduction", IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 1, pp. 40-51, Jan. 2007.
51. J. Lu and Y.-P. Tan, "A doubly weighted approach for appearancebased subspace learning methods", IEEE Trans. Inf. Forensics Security, vol. 5, no. 1, pp. 71-81, Mar. 2010.
52. J. Lu and Y.-P. Tan, "Uncorrelated discriminant nearest feature line analysis for face recognition", IEEE Signal Process. Lett., vol. 17, no. 2, pp. 185-188, Feb. 2010.
53. J. Lu and Y.-P. Tan, "Regularized locality preserving projections and its extensions for face recognition", IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 3, pp. 958-963, Jun. 2010.
54. J. Lu and Y.-P. Tan, "Gait-based human age estimation", in Proc. IEEE Int. Conf. Acoustics, Speech and Signal Processing, 2010, pp. 1718-1721.
55. B. Xiao, X. Yang, Y. Xu, and H. Zha, "Learning distance metric for regression and semidefinite programming with application to human age estimation", in Proc. ACM Int. Conf. Multimedia, 2009, pp. 451-460.
56. J.-H. Yoo, D. Huang, and M. K. Nixon, "Gender classification inhuman gait using support vector machine", in Proc. Advanced Concepts Intelligent Vision Systems, 2005, pp. 138-145.
57. S. H. Choa, J. M. Parkb, and O. Y. Kwona, "Gender differences in three dimensional gait analysis data from 98 healthy Korean adults", Clin. Biomech., vol. 19, no. 2, pp. 145-152, 2004.