메뉴 건너뛰기




Volumn , Issue , 2010, Pages

Regularized estimation of image statistics by Score Matching

Author keywords

[No Author keywords available]

Indexed keywords

IMAGE DENOISING; SAMPLING;

EID: 85162419825     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (45)

References (24)
  • 1
    • 0002906163 scopus 로고
    • Improving the convergence of back-propagation learning with second-order methods
    • D. Touretzky, G. Hinton, and T. Sejnowski, editors, San Mateo. Morgan Kaufman
    • S. Becker and Y. LeCun. Improving the convergence of back-propagation learning with second-order methods. In D. Touretzky, G. Hinton, and T. Sejnowski, editors, Proc. of the 1988 Connectionist Models Summer School, pages 29-37, San Mateo, 1989. Morgan Kaufman.
    • (1989) Proc. of the 1988 Connectionist Models Summer School , pp. 29-37
    • Becker, S.1    Lecun, Y.2
  • 5
    • 0026953305 scopus 로고
    • Improving generalization performance using double backpropagation
    • H. Drucker and Y. LeCun. Improving generalization performance using double backpropagation. IEEE Transactions on Neural Networks, 3(6):991-997, 1992.
    • (1992) IEEE Transactions on Neural Networks , vol.3 , Issue.6 , pp. 991-997
    • Drucker, H.1    Lecun, Y.2
  • 7
    • 0013344078 scopus 로고    scopus 로고
    • Training products of experts by minimizing contrastive divergence
    • 2000
    • G. E. Hinton. Training products of experts by minimizing contrastive divergence. Neural Computation, 14:2002, 2000.
    • (2002) Neural Computation , vol.14
    • Hinton, G.E.1
  • 8
    • 33745805403 scopus 로고    scopus 로고
    • A fast learning algorithm for deep belief nets
    • G. E. Hinton, S. Osindero, and Y. W. Teh. A fast learning algorithm for deep belief nets. Neural Computation, 18(7):1527-1554, 2006.
    • (2006) Neural Computation , vol.18 , Issue.7 , pp. 1527-1554
    • Hinton, G.E.1    Osindero, S.2    The, Y.W.3
  • 9
    • 33748852900 scopus 로고    scopus 로고
    • Unsupervised discovery of non-linear structure using contrastive backpropagation
    • G. E. Hinton, S. Osindero, M. Welling, and Y. W. Teh. Unsupervised discovery of non-linear structure using contrastive backpropagation. Cognitive Science, 30(4):725-731, 2006.
    • (2006) Cognitive Science , vol.30 , Issue.4 , pp. 725-731
    • Hinton, G.E.1    Osindero, S.2    Welling, M.3    Teh, Y.W.4
  • 10
    • 22044434800 scopus 로고    scopus 로고
    • Estimation of non-normalized statistical models by score matching
    • A. Hyvärinen. Estimation of non-normalized statistical models by score matching. Journal of Machine Learning Research, 6:695-709, 2005.
    • (2005) Journal of Machine Learning Research , vol.6 , pp. 695-709
    • Hyvärinen, A.1
  • 12
    • 57349101724 scopus 로고    scopus 로고
    • Optimal approximation of signal priors
    • A. Hyvärinen. Optimal approximation of signal priors. Neural Computation, 20:3087-3110, 2008.
    • (2008) Neural Computation , vol.20 , pp. 3087-3110
    • Hyvärinen, A.1
  • 13
    • 38149009811 scopus 로고    scopus 로고
    • A two-layer ica-like model estimated by score matching
    • J. M. de Sá L. A. Alexandre W. Duch and D. P. Mandic editors, volume 4669 of Lecture Notes in Computer Science. Springer
    • U. Köster and A. Hyvärinen. A two-layer ica-like model estimated by score matching. In J. M. de Sá, L. A. Alexandre, W. Duch, and D. P. Mandic, editors, ICANN (2), volume 4669 of Lecture Notes in Computer Science, pages 798-807. Springer, 2007.
    • (2007) ICANN , Issue.2 , pp. 798-807
    • Köster, U.1    Hyvärinen, A.2
  • 15
    • 67149120544 scopus 로고    scopus 로고
    • Estimating markov random field potentials for natural images
    • T. Adali, C. Jutten, J. M. T. Romano, and A. K. Barros, editors, volume 5441 of Lecture Notes in Computer Science. Springer
    • U. Köster, J. T. Lindgren, and A. Hyvärinen. Estimating markov random field potentials for natural images. In T. Adali, C. Jutten, J. M. T. Romano, and A. K. Barros, editors, ICA, volume 5441 of Lecture Notes in Computer Science, pages 515-522. Springer, 2009.
    • (2009) ICA , pp. 515-522
    • Köster, U.1    Lindgren, J.T.2    Hyvärinen, A.3
  • 17
    • 35148893484 scopus 로고    scopus 로고
    • A tutorial on energy-based learning
    • G. Bakir, T. Hofman, B. Schölkopf, A. Smola, and B. Taskar, editors, MIT Press
    • Y. LeCun, S. Chopra, R. Hadsell, M. Ranzato, and F. Huang. A tutorial on energy-based learning. In G. Bakir, T. Hofman, B. Schölkopf, A. Smola, and B. Taskar, editors, Predicting Structured Data. MIT Press, 2006.
    • (2006) Predicting Structured Data
    • Lecun, Y.1    Chopra, S.2    Hadsell, R.3    Ranzato, M.4    Huang, F.5
  • 18
    • 0034850577 scopus 로고    scopus 로고
    • A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
    • July
    • D. Martin, C. Fowlkes, D. Tal, and J. Malik. A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics. In Proc. 8th Int'l Conf. Computer Vision, volume 2, pages 416-423, July 2001.
    • (2001) Proc. 8th Int'l Conf. Computer Vision , vol.2 , pp. 416-423
    • Martin, D.1    Fowlkes, C.2    Tal, D.3    Malik, J.4
  • 19
    • 85161976678 scopus 로고    scopus 로고
    • Modeling image patches with a directed hierarchy of markov random fields
    • J. Platt, D. Koller, Y. Singer, and S. Roweis, editors. MIT Press, Cambridge, MA
    • S. Osindero and G. E. Hinton. Modeling image patches with a directed hierarchy of markov random fields. In J. Platt, D. Koller, Y. Singer, and S. Roweis, editors, Advances in Neural Information Processing Systems 20, pages 1121-1128. MIT Press, Cambridge, MA, 2008.
    • (2008) Advances in Neural Information Processing Systems , vol.20 , pp. 1121-1128
    • Osindero, S.1    Hinton, G.E.2
  • 22
    • 0000418073 scopus 로고
    • On the stability of inverse problems
    • A. N. Tikhonov. On the stability of inverse problems. Dokl. Akad. Nauk SSSR, (39):176-179, 1943.
    • (1943) Dokl. Akad. Nauk SSSR , Issue.39 , pp. 176-179
    • Tikhonov, A.N.1
  • 24
    • 79953038910 scopus 로고    scopus 로고
    • Learning sparse topographic representations with products of student-t distributions
    • S. T. S. Becker and K. Obermayer, editors. MIT Press, Cambridge, MA
    • M. Welling, G. E. Hinton, and S. Osindero. Learning sparse topographic representations with products of student-t distributions. In S. T. S. Becker and K. Obermayer, editors, Advances in Neural Information Processing Systems 15, pages 1359-1366. MIT Press, Cambridge, MA, 2003.
    • (2003) Advances in Neural Information Processing Systems , vol.15 , pp. 1359-1366
    • Welling, M.1    Hinton, G.E.2    Osindero, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.