메뉴 건너뛰기




Volumn 8, Issue 12, 2013, Pages 2164-2176

Subspace learning for facial age estimation via pairwise age ranking

Author keywords

age ranking; facial age estimation; semi supervised learning; Subspace learning

Indexed keywords

AGE ESTIMATION; AGE RANKING; CONSTRAINED OPTIMI-ZATION PROBLEMS; IDENTITY AUTHENTICATION; LOW-DIMENSIONAL SPACES; SEMI-SUPERVISED LEARNING; SUBSPACE LEARNING; SUPPORT VECTOR REGRESSION (SVR);

EID: 84888627685     PISSN: 15566013     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIFS.2013.2286265     Document Type: Article
Times cited : (34)

References (50)
  • 1
    • 50949126516 scopus 로고    scopus 로고
    • Study of facerecognition as people age
    • H. Ling, S. Soatto, N. Ramanathan, and D. W. Jacobs, "Study of facerecognition as people age," in Proc. ICCV, 2007, pp. 1-8.
    • (2007) Proc. , vol.204 , pp. 1-8
    • Ling, H.1    Soatto, S.2    Ramanathan, N.3    Jacobs, D.W.4
  • 2
    • 33750330950 scopus 로고    scopus 로고
    • Face verification across age progression
    • DOI 10.1109/TIP.2006.881993
    • N. Ramanathan and R. Chellappa, "Face verification across age progression," IEEE Trans. Image Process., vol. 15, no. 11, pp. 3349-3361, Nov. 2006. (Pubitemid 44615132)
    • (2006) IEEE Transactions on Image Processing , vol.15 , Issue.11 , pp. 3349-3361
    • Ramanathan, N.1    Chellappa, R.2
  • 3
    • 78149490480 scopus 로고    scopus 로고
    • Cross-age face recognition on a very large database: The performance versus age intervals and improvement using soft biometric traits
    • G. Guo, G. Mu, and K. Ricanek, "Cross-age face recognition on a very large database: The performance versus age intervals and improvement using soft biometric traits," in Proc. ICPR, 2010, pp. 3392-3395.
    • (2010) Proc. ICPR , pp. 3392-3395
    • Guo, G.1    Mu, G.2    Ricanek, K.3
  • 5
    • 78149281985 scopus 로고    scopus 로고
    • Age synthesis and estimation via faces: A survey
    • Nov.
    • 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.-
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell. , vol.32 , Issue.11 , pp. 1955-1976
    • Fu, Y.1    Guo, G.2    Huang, T.S.3
  • 6
    • 82055197311 scopus 로고    scopus 로고
    • Web image and video mining towards-universal and robust age estimator
    • Dec.
    • B. Ni, Z. Song, and S. Yan, "Web image and video mining towards-universal and robust age estimator," IEEE Trans. Multimedia, vol. 13,-no. 6, pp. 1217-1228, Dec. 2011.-
    • (2011) IEEE Trans. Multimedia , vol.13 , Issue.6 , pp. 1217-1228
    • Ni, B.1    Song, Z.2    Yan, S.3
  • 7
    • 84856688679 scopus 로고    scopus 로고
    • Learning universal-multi-view age estimator using video contexts
    • Z. Song, B. Ni, D. Guo, T. Sim, and S. Yan, "Learning universal-multi-view age estimator using video contexts," in Proc. ICCV, 2011,-pp. 241-248.-
    • (2011) Proc. , vol.204 , pp. 241-248
    • Song, Z.1    Ni, B.2    Guo, D.3    Sim, T.4    Yan, S.5
  • 8
    • 79959582478 scopus 로고    scopus 로고
    • Active learning for solving-The incomplete data problem in facial age classification by the furthest-Nearest-Neighbor criterion
    • Jul.
    • J. G. Wang, E. Sung, and W. Y. Yau, "Active learning for solving-the incomplete data problem in facial age classification by the furthest-nearest-neighbor criterion," IEEE Trans. Image Process., vol. 20, no. 7,-pp. 2049-2062, Jul. 2011.
    • (2011) IEEE Trans. Image Process , vol.20 , Issue.7 , pp. 2049-2062
    • Wang, J.G.1    Sung, E.2    Yau, W.Y.3
  • 9
    • 82155163866 scopus 로고    scopus 로고
    • Learning a propagable graph for semisupervised learning: Classification and regression
    • Jan.
    • B. Ni, S. Yan, and A. A. Kassim, "Learning a propagable graph for semisupervised learning: Classification and regression," IEEE Trans. Knowl. Data Eng., vol. 24, no. 1, pp. 114-126, Jan. 2012.
    • (2012) IEEE Trans. Knowl. Data Eng. , vol.24 , Issue.1 , pp. 114-126
    • Ni, B.1    Yan, S.2    Kassim, A.A.3
  • 10
    • 77956516591 scopus 로고    scopus 로고
    • Human age estimation: What is the influence across race and gender
    • Jun.
    • G. Guo and G. Mu, "Human age estimation: What is the influence across race and gender?" in Proc. IEEE CVPRW, Jun. 2010, pp. 71-78.
    • (2010) Proc.IEEE CVPRW , pp. 71-78
    • Guo, G.1    Mu, G.2
  • 11
    • 78049405483 scopus 로고    scopus 로고
    • Cross-database age estimation based on transfer learning
    • Mar.
    • Y. Su, Y. Fu, Q. Tian, and X. Gao, "Cross-database age estimation based on transfer learning," in Proc. IEEE ICASSP, Mar. 2010, pp. 1270-1273.
    • (2010) Proc.IEEE ICASSP , pp. 1270-1273
    • Su, Y.1    Fu, Y.2    Tian, Q.3    Gao, X.4
  • 13
    • 50849105800 scopus 로고    scopus 로고
    • Locally adjusted robust regression for human age estimation
    • G. Guo, Y. Fu, T. S. Huang, and C. Dyer, "Locally adjusted robust regression for human age estimation," in Proc. IEEE WACV, Jan. 2008, pp. 1-6.
    • (2008) Proc. IEEE WACV, Jan. , pp. 1-6
    • Guo, G.1    Fu, Y.2    Huang, T.S.3    Dyer, C.4
  • 14
    • 51849108056 scopus 로고    scopus 로고
    • A probabilistic fusion approach to human age prediction
    • G. Guo, Y. Fu, C. R. Dyer, and T. S. Huang, "A probabilistic fusion approach to human age prediction," in Proc. IEEE CVPRW, Jun. 2008, pp. 1-6.
    • (2008) Proc.IEEE CVPRW, Jun. , pp. 1-6
    • Guo, G.1    Fu, Y.2    Dyer, C.R.3    Huang, T.S.4
  • 16
    • 70350666501 scopus 로고    scopus 로고
    • Facial age estimation by nonlinear aging pattern subspace
    • Multimedia
    • X. Geng, K. Smith-miles, and Z. H. Zhou, "Facial age estimation by nonlinear aging pattern subspace," in Proc. 16th ACM Int. Conf. Multimedia, 2008, pp. 721-724.
    • (2008) Proc. 16th ACM Int. Conf. , pp. 721-724
    • Geng, X.1    Smith-Miles, K.2    Zhou, Z.H.3
  • 17
    • 70349210359 scopus 로고    scopus 로고
    • Facial age estimation by multilinear subspace analysis
    • Apr.
    • X. Geng and K. Smith-miles, "Facial age estimation by multilinear subspace analysis," in Proc. IEEE ICASSP, Apr. 2009, pp. 865-868.
    • (2009) Proc.IEEE ICASSP , pp. 865-868
    • Geng, X.1    Smith-Miles, K.2
  • 18
    • 77955999539 scopus 로고    scopus 로고
    • Multi-task warped Gaussian process for personalized age estimation
    • Jun.
    • Y. Zhang and D. Y. Yeung, "Multi-task warped Gaussian process for personalized age estimation," in Proc. IEEE CVPR, Jun. 2010, pp. 2622-2629.
    • (2010) Proc.IEEE CVPR , pp. 2622-2629
    • Zhang, Y.1    Yeung, D.Y.2
  • 19
    • 77956516921 scopus 로고    scopus 로고
    • Spectral Regression based age determination
    • Jun.
    • K. Luu, T. D. Bui, Y. Suen, and K. Ricanek, "Spectral Regression based age determination," in Proc. IEEE CVPRW, Jun. 2010, pp. 103-107.
    • (2010) Proc.IEEE CVPRW , pp. 103-107
    • Luu, K.1    Bui, T.D.2    Suen, Y.3    Ricanek, K.4
  • 20
    • 84860397323 scopus 로고    scopus 로고
    • Human face age estimation with adaptive hybrid features
    • Jun.
    • J. M. Guo, Y. M. Liou, and H. S. Nguyen, "Human face age estimation with adaptive hybrid features," in Proc. IEEE ICSSE, Jun. 2011, pp. 55-58.
    • (2011) Proc.IEEE ICSSE , pp. 55-58
    • Guo, J.M.1    Liou, Y.M.2    Nguyen, H.S.3
  • 21
    • 84866776478 scopus 로고    scopus 로고
    • A hierarchical framework for imagebased human age estimation by weighted and OHRanked sparse representation-based classification
    • Apr.
    • W. Li, Y. Wang, and Z. Zhang, "A hierarchical framework for imagebased human age estimation by weighted and OHRanked sparse representation-based classification," in Proc. 5th IAPR ICB, Apr. 2012, pp. 19-25.
    • (2012) Proc. 5th IAPR ICB , pp. 19-25
    • Li, W.1    Wang, Y.2    Zhang, Z.3
  • 23
    • 77957948567 scopus 로고    scopus 로고
    • Face age estimation using patch-based hidden Markov model supervectors
    • Dec.
    • X. Zhuang, X. Zhou, M. H. Johnson, and T. S. Huang, "Face age estimation using patch-based hidden Markov model supervectors," in Proc. 19th ICPR, Dec. 2008, pp. 1-4.
    • (2008) Proc. 19th ICPR , pp. 1-4
    • Zhuang, X.1    Zhou, X.2    Johnson, M.H.3    Huang, T.S.4
  • 24
    • 58449090645 scopus 로고    scopus 로고
    • Automatic age classification with LBP
    • Oct.
    • A. Gunay and V. V. Nabiyev, "Automatic age classification with LBP," in Proc. IEEE ISCIS, Oct. 2008, pp. 1-4.
    • (2008) Proc.IEEE ISCIS , pp. 1-4
    • Gunay, A.1    Nabiyev, V.V.2
  • 25
    • 70450194783 scopus 로고    scopus 로고
    • Human age estimation using bio-inspired features
    • Jun.
    • G. Guo, G. Mu, Y. Fu, and T. S. Huang, "Human age estimation using bio-inspired features," in Proc. IEEE CVPR, Jun. 2009, pp. 112-119.
    • (2009) Proc.IEEE CVPR , pp. 112-119
    • Guo, G.1    Mu, G.2    Fu, Y.3    Huang, T.S.4
  • 26
    • 44049107671 scopus 로고    scopus 로고
    • Human age estimation with regression on discriminative aging manifold
    • DOI 10.1109/TMM.2008.921847, 4523958
    • 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. (Pubitemid 351711234)
    • (2008) IEEE Transactions on Multimedia , vol.10 , Issue.4 , pp. 578-584
    • Fu, Y.1    Huang, T.S.2
  • 29
    • 77956523461 scopus 로고    scopus 로고
    • Ordinary preserving manifold analysis for human age estimation
    • Jun.
    • J. Lu and Y. P. Tan, "Ordinary preserving manifold analysis for human age estimation," in Proc. IEEE CVPRW, Jun. 2010, pp. 90-95.
    • (2010) Proc.IEEE CVPRW , pp. 90-95
    • Lu, J.1    Tan, Y.P.2
  • 30
    • 58049221030 scopus 로고    scopus 로고
    • Synchronized sub-manifold embedding for person-independent pose estimation and beyond
    • Jan.
    • S. Yan, H. Wang, Y. Fu, J. Yan, X. Tang, and Y. P. Tan, "Synchronized sub-manifold embedding for person-independent pose estimation and beyond," IEEE Trans. Image Process., vol. 18, no. 1, pp. 202-210, Jan. 2009.
    • (2009) IEEE Trans. Image Process. , vol.18 , Issue.1 , pp. 202-210
    • Yan, S.1    Wang, H.2    Fu, Y.3    Yan, J.4    Tang, X.5    Tan, Y.P.6
  • 33
    • 80052873888 scopus 로고    scopus 로고
    • Simultaneous dimensionality reduction and human age estimation via kernel partial least squares regression
    • Jun.
    • G. Guo and G. Mu, "Simultaneous dimensionality reduction and human age estimation via kernel partial least squares regression," in Proc. IEEE CVPR, Jun. 2011, pp. 657-664.
    • (2011) Proc.IEEE CVPR , pp. 657-664
    • Guo, G.1    Mu, G.2
  • 34
    • 72449148708 scopus 로고    scopus 로고
    • Learning distance metric for regression by semi-definite programming with application to human age estimation
    • Multimedia
    • B. Xiao, X. Yang, and Y. Xu, "Learning distance metric for regression by semi-definite programming with application to human age estimation," in Proc. 17th ACM Int. Conf. Multimedia, 2009, pp. 451-460.
    • (2009) Proc. 17th ACM Int. Conf. , pp. 451-460
    • Xiao, B.1    Yang, X.2    Xu, Y.3
  • 35
    • 84870242099 scopus 로고    scopus 로고
    • Facial age estimation based on label-sensitive learning and age-oriented regression
    • Mar.
    • W. L. Chao, J. Z. Liu, and J. J. Ding, "Facial age estimation based on label-sensitive learning and age-oriented regression," Pattern Recognit., vol. 46, no. 3, pp. 628-641, Mar. 2013.
    • (2013) Pattern Recognit. , vol.46 , Issue.3 , pp. 628-641
    • Chao, W.L.1    Liu, J.Z.2    Ding, J.J.3
  • 36
    • 78149488834 scopus 로고    scopus 로고
    • A ranking approach for human age estimation based on face images
    • Aug.
    • K. Y. Chang, C. S. Chen, and Y. P. Hung, "A ranking approach for human age estimation based on face images," in Proc. ICPR, Aug. 2010, pp. 3396-3399.
    • (2010) Proc. ICPR , pp. 3396-3399
    • Chang, K.Y.1    Chen, C.S.2    Hung, Y.P.3
  • 37
    • 80052902591 scopus 로고    scopus 로고
    • Ordinal hyperplanes ranker with cost sensitivities for age estimation
    • Jun.
    • K. Y. Chang, C. S. Chen, and Y. P. Hung, "Ordinal hyperplanes ranker with cost sensitivities for age estimation," in Proc. IEEE CVPR, Jun. 2011, pp. 585-592.
    • (2011) Proc.IEEE CVPR , pp. 585-592
    • Chang, K.Y.1    Chen, C.S.2    Hung, Y.P.3
  • 38
    • 78149473880 scopus 로고    scopus 로고
    • Ranking model for facial age estimation
    • Aug.
    • P. Yang, L. Zhong, and D. Metaxas, "Ranking model for facial age estimation," in Proc. ICPR, Aug. 2010, pp. 3404-3407.
    • (2010) Proc. ICPR , pp. 3404-3407
    • Yang, P.1    Zhong, L.2    Metaxas, D.3
  • 39
    • 79959694873 scopus 로고    scopus 로고
    • Person-specific age estimation under ranking framework
    • Apr.
    • Y. Ma, T. Xiong, and Y. Zou, "Person-specific age estimation under ranking framework," in Proc. 20th ICMR, Apr. 2011, pp. 38:1-38:7.
    • (2011) Proc. 20th ICMR , pp. 381-387
    • Ma, Y.1    Xiong, T.2    Zou, Y.3
  • 40
    • 45949083061 scopus 로고    scopus 로고
    • [Online]. Available
    • - (2011). The FG-NET Aging Database [Online]. Available: http://www.fgnet.rsunit.com/
    • (2011) The FG-NET Aging Database
  • 42
    • 0016796486 scopus 로고
    • Perception of relative and absolute age in facial photographs
    • Mar.
    • J. B. Pittenger and R. E. Shaw, "Perception of relative and absolute age in facial photographs," Perception Psychophys., vol. 18, no. 2, pp. 137-143, Mar. 1975.
    • (1975) Perception Psychophys. , vol.18 , Issue.2 , pp. 137-143
    • Pittenger, J.B.1    Shaw, R.E.2
  • 43
    • 0015137055 scopus 로고
    • Children's judgment of age
    • W. R. Looft, "Children's judgment of age," Child Develop., vol. 42, no. 4, pp. 1282-1284, 1971.
    • (1971) Child Develop. , vol.42 , Issue.4 , pp. 1282-1284
    • Looft, W.R.1
  • 44
    • 0015704356 scopus 로고
    • Development changes in children's judgment of age
    • T. R. Kratochwill and J. A. Goldman, "Development changes in children's judgment of age," Develop. Psychol., vol. 9, no. 3, pp. 358-362, 1973.
    • (1973) Develop. Psychol. , vol.9 , Issue.3 , pp. 358-362
    • Kratochwill, T.R.1    Goldman, J.A.2
  • 45
    • 1842583821 scopus 로고    scopus 로고
    • Factors influencing young children's ability to discriminate un familiar faces by age
    • P. A. Georege, G. J. Hole, and M. Scaife, "Factors influencing young children's ability to discriminate un familiar faces by age," Int. J. Behavioral Develop., vol. 24, no. 4, pp. 480-491, 2000.
    • (2000) Int. J. Behavioral Develop. , vol.24 , Issue.4 , pp. 480-491
    • Georege, P.A.1    Hole, G.J.2    Scaife, M.3
  • 49
    • 49049111209 scopus 로고    scopus 로고
    • Semi-supercised discriminant analysis
    • Oct.
    • D. Cai, X. He, and J. Han, "Semi-supercised discriminant analysis," in Proc. IEEE 11th ICCV, Oct. 2007, pp. 1-7.
    • (2007) Proc.IEEE 11th ICCV , pp. 1-7
    • Cai, D.1    He, X.2    Han, J.3
  • 50
    • 84950351930 scopus 로고
    • Multidimensional scaling: I. Theory and method
    • Dec.
    • W. S. Torgerson, "Multidimensional scaling: I. Theory and method," Psychometrika, vol. 17, no. 4, pp. 401-419, Dec. 1952.
    • (1952) Psychometrika , vol.17 , Issue.4 , pp. 401-419
    • Torgerson, W.S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.