메뉴 건너뛰기




Volumn 2, Issue 3, 2007, Pages 588-595

Novel discriminant non-negative matrix factorization algorithm with applications to facial image characterization problems

Author keywords

Facial expression recognition; Frontal face verification; Linear discriminant analysis; Non negative matrix factorization (NMF); Projected gradients

Indexed keywords

ALGORITHMS; CONVERGENCE OF NUMERICAL METHODS; IMAGE CLASSIFICATION; MATRIX ALGEBRA; PROBLEM SOLVING;

EID: 34548062342     PISSN: 15566013     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIFS.2007.902017     Document Type: Article
Times cited : (100)

References (28)
  • 1
    • 0033592606 scopus 로고    scopus 로고
    • Learning the parts of objects by nonnegative matrix factorization
    • D. D. Lee and H. S. Seung, "Learning the parts of objects by nonnegative matrix factorization," Nature, vol. 401, pp. 788-791, 1999.
    • (1999) Nature , vol.401 , pp. 788-791
    • Lee, D.D.1    Seung, H.S.2
  • 2
    • 0001093042 scopus 로고    scopus 로고
    • Algorithms for non-negative matrix factorization
    • D. D. Lee and H. S. Seung, "Algorithms for non-negative matrix factorization," in Proc. NIPS, 2000, pp. 556-562.
    • (2000) Proc. NIPS , pp. 556-562
    • Lee, D.D.1    Seung, H.S.2
  • 3
    • 0035683536 scopus 로고    scopus 로고
    • Learning spatially localized, parts-based representation
    • Kauai, HI, Dec. 8-14
    • S. Z. Li, X. W. Hou, and H. J. Zhang, "Learning spatially localized, parts-based representation," in Proc. CVPR, Kauai, HI, Dec. 8-14, 2001, pp. 207-212.
    • (2001) Proc. CVPR , pp. 207-212
    • Li, S.Z.1    Hou, X.W.2    Zhang, H.J.3
  • 4
    • 10044237573 scopus 로고    scopus 로고
    • Application of non-negative and local non negative matrix factorization to facial expression recognition
    • Cambridge, U.K, Aug. 23-26
    • I. Buciu and I. Pitas, "Application of non-negative and local non negative matrix factorization to facial expression recognition," in Proc. ICPR, Cambridge, U.K., Aug. 23-26, 2004, pp. 288-291.
    • (2004) Proc. ICPR , pp. 288-291
    • Buciu, I.1    Pitas, I.2
  • 5
    • 17644371717 scopus 로고    scopus 로고
    • A new sparse image representation algorithm applied to facial expression recognition
    • Sao Luís, Brazil, Oct. 1
    • I. Buciu and I. Pitas, "A new sparse image representation algorithm applied to facial expression recognition," in Proc. MLSP, Sao Luís, Brazil, Oct. 1, 2004.
    • (2004) Proc. MLSP
    • Buciu, I.1    Pitas, I.2
  • 6
    • 84900510076 scopus 로고    scopus 로고
    • Non-negative matrix factorization with, sparseness constraints
    • P. O. Hoyer, "Non-negative matrix factorization with, sparseness constraints," J. Mach. Learning Res., vol. 5, pp. 1457-1469, 2004.
    • (2004) J. Mach. Learning Res , vol.5 , pp. 1457-1469
    • Hoyer, P.O.1
  • 7
    • 22344432455 scopus 로고    scopus 로고
    • Non-negative matrix factorization framework for face recognition
    • Y. Wang, Y. Jia, C. Hu, and M. Turk, "Non-negative matrix factorization framework for face recognition," Int. J. Pattern Recognition Artif. Intell., vol. 19, no. 4, pp. 1-17, 2005.
    • (2005) Int. J. Pattern Recognition Artif. Intell , vol.19 , Issue.4 , pp. 1-17
    • Wang, Y.1    Jia, Y.2    Hu, C.3    Turk, M.4
  • 9
    • 33646528853 scopus 로고    scopus 로고
    • Exploiting discriminant information in nonnegative matrix factorization with application to frontal face verification
    • May
    • S. Zafeiriou, A. Tefas, I. Buciu, and I. Pitas, "Exploiting discriminant information in nonnegative matrix factorization with application to frontal face verification," IEEE Trans. Neural Netw., vol. 17, no. 3, pp. 683-695, May 2006.
    • (2006) IEEE Trans. Neural Netw , vol.17 , Issue.3 , pp. 683-695
    • Zafeiriou, S.1    Tefas, A.2    Buciu, I.3    Pitas, I.4
  • 10
    • 0025236073 scopus 로고
    • Application of the Karhunen-Loeve procedure for the characterization of human faces
    • Jan
    • M. Kirby and L. Sirovich, "Application of the Karhunen-Loeve procedure for the characterization of human faces," IEEE Trans. Pattern Anal. Mach. Intell., vol. 12, no. 1, pp. 103-108, Jan. 1990.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell , vol.12 , Issue.1 , pp. 103-108
    • Kirby, M.1    Sirovich, L.2
  • 11
    • 49149085985 scopus 로고    scopus 로고
    • When does non-negative matrix factorization give a correct decomposition into parts?
    • D. Donoho and V. Stodden, "When does non-negative matrix factorization give a correct decomposition into parts?," Advances Neural, Inf. Process. Syst., vol. 17, 2004.
    • (2004) Advances Neural, Inf. Process. Syst , vol.17
    • Donoho, D.1    Stodden, V.2
  • 12
    • 33748582900 scopus 로고    scopus 로고
    • NMF, LNMF, and DNMF modeling of neural receptive fields involved in human facial expression perception
    • Oct
    • I. Buciu and I. Pitas, "NMF, LNMF, and DNMF modeling of neural receptive fields involved in human facial expression perception," J. Vis. Commun. Image Representation, vol. 17, no. 5, pp. 958-969, Oct. 2006.
    • (2006) J. Vis. Commun. Image Representation , vol.17 , Issue.5 , pp. 958-969
    • Buciu, I.1    Pitas, I.2
  • 14
    • 34548062440 scopus 로고    scopus 로고
    • Projected Gradient Methods for Non-Negative Matrix Factorization, Dept. Comput. Sci., National Taiwan Univ
    • Tech. Rep. Inform. Support Service ISSTECH-95-013
    • C-J. Lin, Projected Gradient Methods for Non-Negative Matrix Factorization, Dept. Comput. Sci., National Taiwan Univ., Tech. Rep. Inform. Support Service ISSTECH-95-013, 2005.
    • (2005)
    • Lin, C.-J.1
  • 15
    • 12344317125 scopus 로고    scopus 로고
    • Improving non-negative matrix factorizations through structured initialization
    • S. Wild, J. Curry, and A. Dougherty, "Improving non-negative matrix factorizations through structured initialization," Pattern Recognit., vol. 37, pp. 2217-2232, 2004.
    • (2004) Pattern Recognit , vol.37 , pp. 2217-2232
    • Wild, S.1    Curry, J.2    Dougherty, A.3
  • 17
    • 0033436056 scopus 로고    scopus 로고
    • Newton's method for large-scale bound constrained problems
    • C.-J. Lin and J. J. More, "Newton's method for large-scale bound constrained problems," SIAM J. Optim., vol. 9, pp. 1100-1127, 1999.
    • (1999) SIAM J. Optim , vol.9 , pp. 1100-1127
    • Lin, C.-J.1    More, J.J.2
  • 18
    • 0023416451 scopus 로고
    • Projected graient methods for linearly constrained problems
    • P. H. Calamai and J. J. More, "Projected graient methods for linearly constrained problems," Math. Programming, vol. 39, pp. 93-116, 1987.
    • (1987) Math. Programming , vol.39 , pp. 93-116
    • Calamai, P.H.1    More, J.J.2
  • 19
    • 0001935972 scopus 로고    scopus 로고
    • XM2VTSDB: The extended M2VTS database
    • Washington, DC, Mar. 22-23
    • K. Messer, J. Matas, J. V. Kittler, J. Luettin, and G. Maitre, "XM2VTSDB: The extended M2VTS database," in Proc. AVBPA, Washington, DC, Mar. 22-23, 1999, pp. 72-77.
    • (1999) Proc. AVBPA , pp. 72-77
    • Messer, K.1    Matas, J.2    Kittler, J.V.3    Luettin, J.4    Maitre, G.5
  • 20
    • 0026065565 scopus 로고
    • Eigenfaces for recognition
    • M. Turk and A. P. Pentland, "Eigenfaces for recognition," J. Cognitive Neumsci., vol. 3, no. 1, pp. 71-86, 1991.
    • (1991) J. Cognitive Neumsci , vol.3 , Issue.1 , pp. 71-86
    • Turk, M.1    Pentland, A.P.2
  • 21
    • 0031185845 scopus 로고    scopus 로고
    • Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection
    • Jul
    • P. N. Belhumeur, J. P. Hespanha, 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.
    • (1997) IEEE Trans. Pattern Anal. Mach. Intell , vol.19 , Issue.7 , pp. 711-720
    • Belhumeur, P.N.1    Hespanha, J.P.2    Kriegman, D.J.3
  • 25
    • 0034247225 scopus 로고    scopus 로고
    • Expert system for automatic analysis of facial expressions
    • Aug
    • M. Pantic and L. J. M. Rothkrantz, "Expert system for automatic analysis of facial expressions," Image Vis. Comput., vol. 18, no. 11, pp. 881-905, Aug. 2000.
    • (2000) Image Vis. Comput , vol.18 , Issue.11 , pp. 881-905
    • Pantic, M.1    Rothkrantz, L.J.M.2
  • 28
    • 0037780988 scopus 로고    scopus 로고
    • Modeling receptive fields with non-negative sparse coding
    • P. O. Hoyer, "Modeling receptive fields with non-negative sparse coding," Neurocomputing, vol. 52-54, pp. 547-552, 2003.
    • (2003) Neurocomputing , vol.52-54 , pp. 547-552
    • Hoyer, P.O.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.