메뉴 건너뛰기




Volumn 22, Issue 10, 2012, Pages 1497-1511

Supervised and unsupervised parallel subspace learning for large-scale image recognition

Author keywords

Feature selection; graph embedding; large scale image recognition; parallel linear discriminant analysis (PLDA); parallel locality preserving projection (PLPP); parallel subspace learning framework

Indexed keywords

AFFINITY MATRIX; COMPUTATIONAL ABILITY; COMPUTATIONAL BURDEN; COMPUTATIONAL TIME; DATA DIVISION; FISHER SCORE; GRAPH EMBEDDINGS; IMAGE FEATURE EXTRACTIONS; LAPLACIANS; LINEAR DISCRIMINANT ANALYSIS; LOCALITY PRESERVING PROJECTIONS; PARALLEL-COMPUTING ENVIRONMENT; PROJECTION VECTORS; PUBLIC IMAGE; RANDOM DATA; REAL-WORLD APPLICATION; RECOGNITION PERFORMANCE; SAMPLE SETS; SUBSPACE LEARNING; SUBTASKS; TEST DATA; TIME COMPLEXITY; VIDEO DATABASE;

EID: 84867066922     PISSN: 10518215     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSVT.2012.2202079     Document Type: Article
Times cited : (28)

References (60)
  • 1
    • 0141742284 scopus 로고    scopus 로고
    • A framework for robust subspace learning
    • F. Torre and M. J. Black, "A framework for robust subspace learning," Int. J. Comput. Vision, vol. 54, nos. 1-3, pp. 117-142, 2003.
    • (2003) Int. J. Comput. Vision , vol.54 , Issue.1-3 , pp. 117-142
    • Torre, F.1    Black, M.J.2
  • 3
    • 0001765951 scopus 로고    scopus 로고
    • A direct LDA algorithm for high-dimensional data with application to face recognition
    • H. Yu and J. Yang, "A direct LDA algorithm for high-dimensional data with application to face recognition," Pattern Recognit., vol. 34, no. 10, pp. 2067-2070, 2001.
    • (2001) Pattern Recognit. , vol.34 , Issue.10 , pp. 2067-2070
    • Yu, H.1    Yang, J.2
  • 4
    • 0016484071 scopus 로고
    • An optimal set of discriminant vectors
    • Mar.
    • D. H. Foley and J. W. Sammon, "An optimal set of discriminant vectors," IEEE Trans. Comput., vol. 24, no. 3, pp. 281-289, Mar. 1975.
    • (1975) IEEE Trans. Comput. , vol.24 , Issue.3 , pp. 281-289
    • Foley, D.H.1    Sammon, J.W.2
  • 5
    • 0036543747 scopus 로고    scopus 로고
    • Gabor feature based classification using the enhanced Fisher linear discriminant model for face recognition
    • DOI 10.1109/TIP.2002.999679, PII S1057714902035480
    • C. J. Liu and H. Wechsler, "Gabor feature based classification using the enhanced Fisher linear discriminant model for face recognition," IEEE Trans. Image Process., vol. 11, no. 4, pp. 467-476, Apr. 2002. (Pubitemid 34692396)
    • (2002) IEEE Transactions on Image Processing , vol.11 , Issue.4 , pp. 467-476
    • Liu, C.1    Wechsler, H.2
  • 6
    • 17444363017 scopus 로고    scopus 로고
    • Two-dimensional discriminant transform for face recognition
    • DOI 10.1016/j.patcog.2004.11.019, PII S0031320305000026
    • J. Yang, D. Zhang, Y. Xu, and J. Y. Yang, "Two-dimensional discriminant transform for face recognition," Pattern Recognit., vol. 38, no. 7, pp. 1125-1129, 2005. (Pubitemid 40537034)
    • (2005) Pattern Recognition , vol.38 , Issue.7 , pp. 1125-1129
    • Yang, J.1    Zhang, D.2    Yong, X.3    Yang, J.-Y.4
  • 7
    • 14644408830 scopus 로고    scopus 로고
    • 2D-LDA: A statistical linear discriminant analysis for image matrix
    • DOI 10.1016/j.patrec.2004.09.007, PII S0167865504002272
    • M. Li and B. Z. Yuan, "2D-LDA: A statistical linear discriminant analysis for image matrix," Pattern Recognit. Lett., vol. 26, no. 5, pp. 527-532, 2005. (Pubitemid 40319616)
    • (2005) Pattern Recognition Letters , vol.26 , Issue.5 , pp. 527-532
    • Li, M.1    Yuan, B.2
  • 8
    • 56849110290 scopus 로고    scopus 로고
    • Convergent 2-D subspace learning with null space analysis
    • Dec.
    • D. Xu, S. C. Yan, S. Lin, and T. S. Huang, "Convergent 2-D subspace learning with null space analysis," IEEE Trans. Circuits Syst. Video Technol., vol. 18, no. 12, pp. 1753-1759, Dec. 2008.
    • (2008) IEEE Trans. Circuits Syst. Video Technol. , vol.18 , Issue.12 , pp. 1753-1759
    • Xu, D.1    Yan, S.C.2    Lin, S.3    Huang, T.S.4
  • 9
    • 21244494853 scopus 로고    scopus 로고
    • A two-stage linear discriminant analysis via QR-decomposition
    • DOI 10.1109/TPAMI.2005.110
    • J. Ye and Q. Li, "A two-stage linear discriminant analysis via QR decomposition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 6, pp. 929-941, Jun. 2005. (Pubitemid 40889843)
    • (2005) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.27 , Issue.6 , pp. 929-941
    • Ye, J.1    Li, Q.2
  • 10
    • 0035400784 scopus 로고    scopus 로고
    • Face recognition based on the uncorrelated discriminant transformation
    • DOI 10.1016/S0031-3203(00)00084-4, PII S0031320300000844
    • Z. Jin, J. Y. Yang, Z. S. Hu, and Z. Lou, "Face recognition based on the uncorrelated discriminant transformation," Pattern Recognit., vol. 34, no. 7, pp. 1405-1416, 2001. (Pubitemid 32424906)
    • (2001) Pattern Recognition , vol.34 , Issue.7 , pp. 1405-1416
    • Jin, Z.1    Yang, J.-Y.2    Hu, Z.-S.3    Lou, Z.4
  • 11
    • 0141751612 scopus 로고    scopus 로고
    • UODV: Improved algorithm and generalized theory
    • DOI 10.1016/S0031-3203(03)00177-8
    • X. Y. Jing, D. Zhang, and Z. Jin, "UODV: Improved algorithm and generalized theory," Pattern Recognit., vol. 36, no. 11, pp. 2593-2602, 2003. (Pubitemid 37178389)
    • (2003) Pattern Recognition , vol.36 , Issue.11 , pp. 2593-2602
    • Jing, X.-Y.1    Zhang, D.2    Jin, Z.3
  • 12
    • 32044437958 scopus 로고    scopus 로고
    • Face recognition based on 2D Fisherface approach
    • DOI 10.1016/j.patcog.2005.10.020, PII S0031320305004115, Graph-Based Representations
    • X. Y. Jing, H. S. Wong, and D. Zhang, "Face recognition based on 2-D Fisherface approach," Pattern Recognit., vol. 39, no. 4, pp. 707-710, 2006. (Pubitemid 43199465)
    • (2006) Pattern Recognition , vol.39 , Issue.4 , pp. 707-710
    • Jing, X.-Y.1    Wong, H.-S.2    Zhang, D.3
  • 16
    • 34247608749 scopus 로고    scopus 로고
    • A linear discriminant analysis framework based on
    • random subspace for face recognition
    • X. Zhang and Y. Jia, "A linear discriminant analysis framework based on random subspace for face recognition," Pattern Recognit., vol. 40, no. 9, pp. 2585-2591, 2007.
    • (2007) Pattern Recognit. , vol.40 , Issue.9 , pp. 2585-2591
    • Zhang, X.1    Jia, Y.2
  • 18
    • 5044231639 scopus 로고    scopus 로고
    • Dual-space linear discriminant analysis for face recognition
    • Jun.-Jul.
    • X. Wang and X. Tang, "Dual-space linear discriminant analysis for face recognition," in Proc. IEEE Conf. CVPR, Jun.-Jul. 2004, pp. 564-569.
    • (2004) Proc. IEEE Conf. CVPR , pp. 564-569
    • Wang, X.1    Tang, X.2
  • 19
    • 69749096671 scopus 로고    scopus 로고
    • Fast algorithm for updating the discriminant vectors of dual-space LDA
    • Sep.
    • W. Zheng and X. Tang, "Fast algorithm for updating the discriminant vectors of dual-space LDA," IEEE Trans. Information Forensics Security, vol. 4, no. 3, pp. 418-427, Sep. 2009.
    • (2009) IEEE Trans. Information Forensics Security , vol.4 , Issue.3 , pp. 418-427
    • Zheng, W.1    Tang, X.2
  • 20
    • 36349002960 scopus 로고    scopus 로고
    • Horizontal and vertical 2DPCA-based discriminant analysis for face verification on a large-scale database
    • DOI 10.1109/TIFS.2007.910239
    • J. Yang, and C. J. Liu, "Horizontal and vertical 2DPCA-based discriminant analysis for face verification on a large-scale database," IEEE Trans. Inform. Forensics Security, vol. 2, no. 4, pp. 781-792, Dec. 2007. (Pubitemid 350157950)
    • (2007) IEEE Transactions on Information Forensics and Security , vol.2 , Issue.4 , pp. 781-792
    • Yang, J.1    Liu, C.2
  • 21
    • 77952376156 scopus 로고    scopus 로고
    • Facial image recognition based on a statistical uncorrelated near class discriminant approach
    • S. Li, X. Y. Jing, L. S. Bian, S. Q. Gao, Q. Liu, and Y. F. Yao, "Facial image recognition based on a statistical uncorrelated near class discriminant approach," IEICE Trans. Inform. Syst., vol. 93-D, no. 4, pp. 934-937, 2010.
    • (2010) IEICE Trans. Inform. Syst. , vol.93 D , Issue.4 , pp. 934-937
    • Li, S.1    Jing, X.Y.2    Bian, L.S.3    Gao, S.Q.4    Liu, Q.5    Yao, Y.F.6
  • 22
    • 44649106875 scopus 로고    scopus 로고
    • Tensor rank one discriminant analysis: A convergent method for discriminative multilinear subspace selection
    • D. C. Tao, X. L. Li, X. D. Wu, and S. J. Maybank, "Tensor rank one discriminant analysis: A convergent method for discriminative multilinear subspace selection," Neurocomputing, vol. 71, nos. 10-12, pp. 1866-1882, 2008.
    • (2008) Neurocomputing , vol.71 , Issue.10-12 , pp. 1866-1882
    • Tao, D.C.1    Li, X.L.2    Wu, X.D.3    Maybank, S.J.4
  • 23
  • 24
    • 36649009540 scopus 로고    scopus 로고
    • SRDA: An efficient algorithm for large scale discriminant analysis
    • Jan.
    • D. Cai, X. He, and J. Han, "SRDA: An efficient algorithm for large scale discriminant analysis," IEEE Trans. Knowl. Data Eng., vol. 20, no. 1, pp. 1-12, Jan. 2008.
    • (2008) IEEE Trans. Knowl. Data Eng. , vol.20 , Issue.1 , pp. 1-12
    • Cai, D.1    He, X.2    Han, J.3
  • 25
    • 77953610380 scopus 로고    scopus 로고
    • Generalized re-weighting local sampling mean discriminant analysis
    • J. Chai, H. Liu, and Z. Bao, "Generalized re-weighting local sampling mean discriminant analysis," Pattern Recognit., vol. 43, no. 10, pp. 3422-3432, 2010.
    • (2010) Pattern Recognit. , vol.43 , Issue.10 , pp. 3422-3432
    • Chai, J.1    Liu, H.2    Bao, Z.3
  • 27
    • 14644419512 scopus 로고    scopus 로고
    • Self-supervised learning based on discriminative nonlinear features for image classification
    • DOI 10.1016/j.patcog.2004.07.013, PII S0031320304004078, Image Understanding for Photographs
    • Q. Tian, Y. Wu, J. Yu, and T. S. Huang, "Self-supervised learning based on discriminative nonlinear features for image classification," Pattern Recognit., vol. 38, no. 6, pp. 903-917, 2005. (Pubitemid 40308638)
    • (2005) Pattern Recognition , vol.38 , Issue.6 , pp. 903-917
    • Tian, Q.1    Wu, Y.2    Yu, J.3    Huang, T.S.4
  • 29
    • 84863036365 scopus 로고    scopus 로고
    • Face recognition based on local uncorrelated and weighted global uncorrelated discriminant transforms
    • Sep.
    • X. Y. Jing, S. Li, D. Zhang, and J. Y. Yang, "Face recognition based on local uncorrelated and weighted global uncorrelated discriminant transforms," in Proc. IEEE Conf. Image Process., Sep. 2011, pp. 3049-3052.
    • (2011) Proc. IEEE Conf. Image Process. , pp. 3049-3052
    • Jing, X.Y.1    Li, S.2    Zhang, D.3    Yang, J.Y.4
  • 32
    • 33744962383 scopus 로고    scopus 로고
    • Random sampling for subspace face recognition
    • DOI 10.1007/s11263-006-8098-z
    • X. Wang and X. Tang, "Random sampling for subspace face recognition," Int. J. Comput. Vision, vol. 70, no. 1, pp. 91-104, 2006. (Pubitemid 43855869)
    • (2006) International Journal of Computer Vision , vol.70 , Issue.1 , pp. 91-104
    • Wang, X.1    Tang, X.2
  • 33
    • 0026384289 scopus 로고
    • Face recognition using eigenfaces
    • Jun.
    • M. A. Turk and A. P. Pentland, "Face recognition using eigenfaces," in Proc. IEEE CVPR, Jun. 1991, pp. 586-591.
    • (1991) Proc. IEEE CVPR , pp. 586-591
    • Turk, M.A.1    Pentland, A.P.2
  • 34
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • DOI 10.1126/science.290.5500.2323
    • S. Roweis and L. Saul, "Nonlinear dimensionality reduction by locally linear embedding," Science, vol. 290, no. 22, pp. 2323-2326, 2000. (Pubitemid 32041578)
    • (2000) Science , vol.290 , Issue.5500 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 35
    • 67349137049 scopus 로고    scopus 로고
    • Minimum distance between pattern transformation manifolds: Algorithm and applications
    • Jul.
    • E. Kokiopoulou and P. Frossard, "Minimum distance between pattern transformation manifolds: Algorithm and applications," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 7, pp. 1225-1238, Jul. 2009.
    • (2009) IEEE Trans. Pattern Anal. Mach. Intell. , vol.31 , Issue.7 , pp. 1225-1238
    • Kokiopoulou, E.1    Frossard, P.2
  • 37
    • 77957020563 scopus 로고    scopus 로고
    • LPP solution schemes for use with face recognition
    • Y. Xu, A. Zhong, J. Yang, and D. Zhang, "LPP solution schemes for use with face recognition," Pattern Recognit., vol. 43, no. 12, pp. 4165-4176, 2010.
    • (2010) Pattern Recognit. , vol.43 , Issue.12 , pp. 4165-4176
    • Xu, Y.1    Zhong, A.2    Yang, J.3    Zhang, D.4
  • 38
    • 55149087688 scopus 로고    scopus 로고
    • Reconstruction and recognition of tensor-based objects with concurrent subspace analysis
    • Jan.
    • D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang, and T. Huang, "Reconstruction and recognition of tensor-based objects with concurrent subspace analysis," IEEE Trans. Circuits Syst. Video Technol., vol. 18, no. 1, pp. 36-47, Jan. 2008.
    • (2008) IEEE Trans. Circuits Syst. Video Technol. , vol.18 , Issue.1 , pp. 36-47
    • Xu, D.1    Yan, S.2    Zhang, L.3    Lin, S.4    Zhang, H.5    Huang, T.6
  • 41
    • 33947492041 scopus 로고    scopus 로고
    • Globally maximizing, locally minimizing: Unsupervised discriminant projection with applications to face and palm biometrics
    • DOI 10.1109/TPAMI.2007.1008, Special issue on Biometrics: Progress and Directions
    • J. Yang, D. Zhang, J. Y. Yang, and B. Niu, "Globally maximizing, locally minimizing: Unsupervised discriminant projection with applications to face and palm biometrics," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 4, pp. 650-664, Apr. 2007. (Pubitemid 46464405)
    • (2007) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.29 , Issue.4 , pp. 650-664
    • Yang, J.1    Zhang, D.2    Yang, J.-Y.3    Niu, B.4
  • 42
    • 24644496298 scopus 로고    scopus 로고
    • Local discriminant embedding and its variants
    • Jun.
    • H. T. Chen, H. W. Chang, and T. L. Liu, "Local discriminant embedding and its variants," in Proc. IEEE CVPR, vol. 2. Jun. 2005, pp. 846-853.
    • (2005) Proc. IEEE CVPR , vol.2 , pp. 846-853
    • Chen, H.T.1    Chang, H.W.2    Liu, T.L.3
  • 43
    • 84863044866 scopus 로고    scopus 로고
    • Discriminant subclass-center manifold preserving projection for face feature extraction
    • Sep.
    • C. Lan, X. Y. Jing, D. Zhang, S. Q. Gao, and J. Y. Yang, "Discriminant subclass-center manifold preserving projection for face feature extraction," in Proc. IEEE ICIP, Sep. 2011, pp. 3013-3016.
    • (2011) Proc. IEEE ICIP , pp. 3013-3016
    • Lan, C.1    Jing, X.Y.2    Zhang, D.3    Gao, S.Q.4    Yang, J.Y.5
  • 44
    • 70450208915 scopus 로고    scopus 로고
    • Manifold discriminant analysis
    • Jun.
    • R. P. Wang and X. L. Chen, "Manifold discriminant analysis," in Proc. IEEE CVPR, Jun. 2009, pp. 429-436.
    • (2009) Proc. IEEE CVPR , pp. 429-436
    • Wang, R.P.1    Chen, X.L.2
  • 45
    • 84855167311 scopus 로고    scopus 로고
    • Tensor discriminant color space for face recognition
    • Sep.
    • S. J. Wang, J. Yang, N. Zhang, and C. G. Zhou, "Tensor discriminant color space for face recognition," IEEE Trans. Image Process., vol. 20, no. 9, pp. 2490-2501, Sep. 2011.
    • (2011) IEEE Trans. Image Process. , vol.20 , Issue.9 , pp. 2490-2501
    • Wang, S.J.1    Yang, J.2    Zhang, N.3    Zhou, C.G.4
  • 46
    • 80052539632 scopus 로고    scopus 로고
    • A two-phase test sample sparse representation method for use with face recognition
    • Sep.
    • Y. Xu, D. Zhang, J. Yang, and J. Y. Yang, "A two-phase test sample sparse representation method for use with face recognition," IEEE Trans. Circuits Syst. Video Technol., vol. 21, no. 9, pp. 1255-1262, Sep. 2011.
    • (2011) IEEE Trans. Circuits Syst. Video Technol. , vol.21 , Issue.9 , pp. 1255-1262
    • Xu, Y.1    Zhang, D.2    Yang, J.3    Yang, J.Y.4
  • 48
    • 78751591621 scopus 로고    scopus 로고
    • Speed up kernel discriminant analysis
    • D. Cai, X. He, and J. Han, "Speed up kernel discriminant analysis," VLDB J., vol. 20, no. 1, pp. 21-33, 2011.
    • (2011) VLDB J. , vol.20 , Issue.1 , pp. 21-33
    • Cai, D.1    He, X.2    Han, J.3
  • 51
    • 52649151256 scopus 로고    scopus 로고
    • Training linear discriminant analysis in linear time
    • D. Cai, X. F. He, and J. W. Han, "Training linear discriminant analysis in linear time," in Proc. ICDE, 2008, pp. 209-217.
    • (2008) Proc. ICDE , pp. 209-217
    • Cai, D.1    He, X.F.2    Han, J.W.3
  • 54
    • 77949492192 scopus 로고    scopus 로고
    • Online finger-knuckleprint verification for personal authentication
    • L. Zhang, L. Zhang, D. Zhang, and H. L. Zhu, "Online finger-knuckleprint verification for personal authentication," Pattern Recognit., vol. 43, no. 7, pp. 2560-2571, 2010.
    • (2010) Pattern Recognit. , vol.43 , Issue.7 , pp. 2560-2571
    • Zhang, L.1    Zhang, L.2    Zhang, D.3    Zhu, H.L.4
  • 55
    • 77951945887 scopus 로고    scopus 로고
    • Finger-knuckle-print: A new biometric identifier
    • Nov.
    • L. Zhang, L. Zhang, and D. Zhang, "Finger-knuckle-print: A new biometric identifier," in Proc. IEEE Conf. Image Process., Nov. 2009, pp. 1981-1984.
    • (2009) Proc. IEEE Conf. Image Process. , pp. 1981-1984
    • Zhang, L.1    Zhang, L.2    Zhang, D.3
  • 56
    • 34547964600 scopus 로고    scopus 로고
    • Least squares linear discriminant analysis
    • DOI 10.1145/1273496.1273633, Proceedings, Twenty-Fourth International Conference on Machine Learning, ICML 2007
    • J. Ye, "Least squares linear discriminant analysis," in Proc. 24th ICML, 2007, pp. 1087-1093. (Pubitemid 47275175)
    • (2007) ACM International Conference Proceeding Series , vol.227 , pp. 1087-1093
    • Ye, J.1
  • 57
    • 71149101160 scopus 로고    scopus 로고
    • A least squares formulation for a class of generalized eigenvalue problems in machine learning
    • L. Sun, S. Ji, and J. Ye, "A least squares formulation for a class of generalized eigenvalue problems in machine learning," in Proc. 26th ICML, 2009, pp. 977-984.
    • (2009) Proc. 26th ICML , pp. 977-984
    • Sun, L.1    Ji, S.2    Ye, J.3
  • 58
    • 77951150133 scopus 로고    scopus 로고
    • Least squares incremental linear discriminant analysis
    • Dec.
    • L. P. Liu, Y. Jiang, and Z. H. Zhou, "Least squares incremental linear discriminant analysis," in Proc. IEEE ICDM, Dec. 2009, pp. 298-306.
    • (2009) Proc. IEEE ICDM , pp. 298-306
    • Liu, L.P.1    Jiang, Y.2    Zhou, Z.H.3
  • 59
    • 23844554860 scopus 로고    scopus 로고
    • Visual tracking and recognition using probabilistic appearance manifolds
    • DOI 10.1016/j.cviu.2005.02.002, PII S1077314205000214
    • K. Lee, J. Ho, M. H. Yang, and D. Kriegman, "Visual tracking and recognition using probabilistic appearance manifolds," Comput. Vision Image Understanding, vol. 99, no. 3, pp. 303-331, 2005. (Pubitemid 41162460)
    • (2005) Computer Vision and Image Understanding , vol.99 , Issue.3 , pp. 303-331
    • Lee, K.-C.1    Ho, J.2    Yang, M.-H.3    Kriegman, D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.