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Volumn 18, Issue 5, 2009, Pages 982-994

Bayesian separation of images modeled with MRFs using MCMC

Author keywords

Astrophysical images; Bayesian source separation; Gibbs sampling with embedded Metropolis; Markov chain Monte Carlo (MCMC); MRFs

Indexed keywords

ASTROPHYSICAL IMAGES; BAYESIAN SOURCE SEPARATION; GIBBS SAMPLING WITH EMBEDDED METROPOLIS; MARKOV CHAIN MONTE CARLO (MCMC); MRFS;

EID: 67349189410     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2009.2012905     Document Type: Article
Times cited : (29)

References (43)
  • 1
    • 0031077064 scopus 로고    scopus 로고
    • Deterministic edge-preserving regularization in computed imaging
    • Feb
    • P. Charbonnier, L. Blanc-Féraud, G. Aubert, and M. Barlaud, "Deterministic edge-preserving regularization in computed imaging," IEEE Trans. Image Process., vol. 6, no. 2, pp. 298-311, Feb. 1997.
    • (1997) IEEE Trans. Image Process , vol.6 , Issue.2 , pp. 298-311
    • Charbonnier, P.1    Blanc-Féraud, L.2    Aubert, G.3    Barlaud, M.4
  • 2
    • 0029343101 scopus 로고
    • On some Bayesian/regularization methods for image restoration
    • Jul
    • G. Archer and D. M. Titterington, "On some Bayesian/regularization methods for image restoration," IEEE Trans. Image Process., vol. 4, no. 7, pp. 989-995, Jul. 1995.
    • (1995) IEEE Trans. Image Process , vol.4 , Issue.7 , pp. 989-995
    • Archer, G.1    Titterington, D.M.2
  • 3
    • 0027624429 scopus 로고
    • A generalized Gaussian image model for edge-preserving MAP estimation
    • Jul
    • C. Bouman and K. Sauer, "A generalized Gaussian image model for edge-preserving MAP estimation," IEEE Trans. Image Process., vol. 2, no. 7, pp. 296-310, Jul. 1993.
    • (1993) IEEE Trans. Image Process , vol.2 , Issue.7 , pp. 296-310
    • Bouman, C.1    Sauer, K.2
  • 4
    • 85032751363 scopus 로고    scopus 로고
    • Super-resolution image reconstruction: A technical overview
    • May
    • S. C. Park, M. K. Park, and M. G. Kang, "Super-resolution image reconstruction: A technical overview," IEEE Signal Process. Mag., vol. 20, no. 3, pp. 21-36, May 2003.
    • (2003) IEEE Signal Process. Mag , vol.20 , Issue.3 , pp. 21-36
    • Park, S.C.1    Park, M.K.2    Kang, M.G.3
  • 5
    • 0031332301 scopus 로고    scopus 로고
    • Restoration of a single superresolution image from several blurred, noisy, and undersampled measured images
    • Dec
    • M. Elad and A. Feuer, "Restoration of a single superresolution image from several blurred, noisy, and undersampled measured images," IEEE Trans. Image Process., vol. 6, no. 12, pp. 1646-1658, Dec. 1997.
    • (1997) IEEE Trans. Image Process , vol.6 , Issue.12 , pp. 1646-1658
    • Elad, M.1    Feuer, A.2
  • 6
    • 34547465590 scopus 로고    scopus 로고
    • Image separation using particle filters
    • M. Costagli and E. E. Kuruoglu, "Image separation using particle filters," Digital Signal Process, vol. 17, no. 5, pp. 935-946, 2007.
    • (2007) Digital Signal Process , vol.17 , Issue.5 , pp. 935-946
    • Costagli, M.1    Kuruoglu, E.E.2
  • 7
    • 31144447882 scopus 로고    scopus 로고
    • A Markov model for blind image separation by a mean-field EM algorithm
    • Feb
    • A. Tonazzini, L. Bedini, and E. Salerno, "A Markov model for blind image separation by a mean-field EM algorithm," IEEE Trans. Image Process., vol. 15, no. 2, pp. 473-482, Feb. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.2 , pp. 473-482
    • Tonazzini, A.1    Bedini, L.2    Salerno, E.3
  • 9
    • 0041435860 scopus 로고    scopus 로고
    • Nonlinear independent component analysis: Existence and uniqueness results
    • A. Hyvarinen and P. Pajunen, "Nonlinear independent component analysis: Existence and uniqueness results," Neural Netw., vol. 12, no. 3, pp. 429-439, 1999.
    • (1999) Neural Netw , vol.12 , Issue.3 , pp. 429-439
    • Hyvarinen, A.1    Pajunen, P.2
  • 10
    • 0028416938 scopus 로고
    • Independent component analysis: A new concept?
    • P. Comon, "Independent component analysis: A new concept?," Signal Process., vol. 36, pp. 287-314, 1994.
    • (1994) Signal Process , vol.36 , pp. 287-314
    • Comon, P.1
  • 11
    • 0029411030 scopus 로고
    • An information maximization approach to blind separation and blind deconvolution
    • A. J. Bell and T. J. Sejnowski, "An information maximization approach to blind separation and blind deconvolution," Neural Comput., vol. 7, pp. 1129-1159, 1995.
    • (1995) Neural Comput , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 12
    • 0000865907 scopus 로고
    • Maximum likelihood source separation for discrete sources
    • Edinburgh, U.K, Sep
    • A. Belouchrani and J.-F. Cardoso, "Maximum likelihood source separation for discrete sources," in Proc. Eur. Conf. Signal Processing, Edinburgh, U.K., Sep. 1994, pp. 768-771.
    • (1994) Proc. Eur. Conf. Signal Processing , pp. 768-771
    • Belouchrani, A.1    Cardoso, J.-F.2
  • 13
    • 0041324208 scopus 로고    scopus 로고
    • Gaussian moments for noisy independent component analysis
    • Jun
    • A. Hyvarinen, "Gaussian moments for noisy independent component analysis," IEEE Signal Process. Lett., vol. 6, no. 6, pp. 145-147, Jun. 1999.
    • (1999) IEEE Signal Process. Lett , vol.6 , Issue.6 , pp. 145-147
    • Hyvarinen, A.1
  • 14
    • 0346307721 scopus 로고    scopus 로고
    • Fast fixed-point algorithm for independent component analysis
    • A. Hyvarinen and E. Oja, "Fast fixed-point algorithm for independent component analysis," Neural Comput., vol. 9, no. 7, pp. 1483-1492, 1997.
    • (1997) Neural Comput , vol.9 , Issue.7 , pp. 1483-1492
    • Hyvarinen, A.1    Oja, E.2
  • 15
    • 0031078854 scopus 로고    scopus 로고
    • A blind source separation technique using second-order statistics
    • Feb
    • A. Belouchrani, K. A. Meraim, J.-F. Cardoso, and E. Moulines, "A blind source separation technique using second-order statistics," IEEE Trans. Signal Process., vol. 45, no. 2, pp. 434-444, Feb. 1997.
    • (1997) IEEE Trans. Signal Process , vol.45 , Issue.2 , pp. 434-444
    • Belouchrani, A.1    Meraim, K.A.2    Cardoso, J.-F.3    Moulines, E.4
  • 16
    • 4344616431 scopus 로고    scopus 로고
    • The three easy routes to independent component analysis; Contrasts and geometry
    • presented at the, San Diego, CA, Dec
    • J.-F. Cardoso, "The three easy routes to independent component analysis; Contrasts and geometry," presented at the Int. Conf. Indepen. Comp. Anal., San Diego, CA, Dec. 2001.
    • (2001) Int. Conf. Indepen. Comp. Anal
    • Cardoso, J.-F.1
  • 17
    • 0002419234 scopus 로고    scopus 로고
    • A Bayesian approach to source separation
    • Jan
    • K. H. Knuth, "A Bayesian approach to source separation," in Proc. Int. Conf. Indepen. Comp. Anal., Jan. 1999, pp. 283-288.
    • (1999) Proc. Int. Conf. Indepen. Comp. Anal , pp. 283-288
    • Knuth, K.H.1
  • 19
    • 22944434926 scopus 로고    scopus 로고
    • A Bayesian approach to blind source separation
    • D. B. Rowe, "A Bayesian approach to blind source separation," J. Interdisciplin. Math., vol. 5, no. 1, 2002.
    • (2002) J. Interdisciplin. Math , vol.5 , Issue.1
    • Rowe, D.B.1
  • 21
    • 67349241575 scopus 로고    scopus 로고
    • Bayesian source separation with mixture of Gaussians prior for sources and Gaussian prior for mixture coefficients
    • presented at the, Jul
    • H. Snoussi and A. Mohammad-Djafari, "Bayesian source separation with mixture of Gaussians prior for sources and Gaussian prior for mixture coefficients," presented at the Int. Workshop on Maximum Entropy and Bayesian Methods, Jul. 2000.
    • (2000) Int. Workshop on Maximum Entropy and Bayesian Methods
    • Snoussi, H.1    Mohammad-Djafari, A.2
  • 22
    • 0033561886 scopus 로고    scopus 로고
    • Independent factor analysis
    • H. Attias, "Independent factor analysis," Neural Comput., vol. 11, pp. 803-851, 1999.
    • (1999) Neural Comput , vol.11 , pp. 803-851
    • Attias, H.1
  • 23
    • 0003994516 scopus 로고    scopus 로고
    • Ensemble Learning for Independent Component Analysis,
    • Ph.D. dissertation, Univ. Cambridge, Cambridge, U.K
    • J. W. Miskin, "Ensemble Learning for Independent Component Analysis," Ph.D. dissertation, Univ. Cambridge, Cambridge, U.K., 2000.
    • (2000)
    • Miskin, J.W.1
  • 24
    • 0037379718 scopus 로고    scopus 로고
    • Source separation in astrophysical maps using independent factor analysis
    • E. E. Kuruoglu, L. Bedini, M. T. Paratore, E. Salerno, and A. Tonazzini, "Source separation in astrophysical maps using independent factor analysis," Neural Netw., vol. 16, pp. 479-491, 2003.
    • (2003) Neural Netw , vol.16 , pp. 479-491
    • Kuruoglu, E.E.1    Bedini, L.2    Paratore, M.T.3    Salerno, E.4    Tonazzini, A.5
  • 25
    • 84960902656 scopus 로고    scopus 로고
    • Blind separation of noisy Gaussian stationary sources: Application to cosmic microwave background imaging
    • Toulouse, France, Sep
    • J.-F. Cardoso, H. Snoussi, J. Delabrouille, and G. Patanchon, "Blind separation of noisy Gaussian stationary sources: Application to cosmic microwave background imaging," in Proc. Eur. Conf. Signal Processing Toulouse, France, Sep. 2002, pp. 561-564.
    • (2002) Proc. Eur. Conf. Signal Processing , pp. 561-564
    • Cardoso, J.-F.1    Snoussi, H.2    Delabrouille, J.3    Patanchon, G.4
  • 31
    • 2342569641 scopus 로고    scopus 로고
    • Fast joint separation and segmentation of mixed images
    • Apr
    • H. Snoussi and A. Mohammad-Djafari, "Fast joint separation and segmentation of mixed images," J. Electron. Imag., vol. 13, no. 2, pp. 349-361, Apr. 2004.
    • (2004) J. Electron. Imag , vol.13 , Issue.2 , pp. 349-361
    • Snoussi, H.1    Mohammad-Djafari, A.2
  • 32
    • 20444472378 scopus 로고    scopus 로고
    • Source separation in noisy astrophysical images modelled by Markov random fields
    • Oct
    • E. E. Kuruoglu, A. Tonazzini, and L. Bianchi, "Source separation in noisy astrophysical images modelled by Markov random fields," in Proc. Int. Conf. Image Processing, Oct. 2004, pp. 24-27.
    • (2004) Proc. Int. Conf. Image Processing , pp. 24-27
    • Kuruoglu, E.E.1    Tonazzini, A.2    Bianchi, L.3
  • 34
    • 67349232665 scopus 로고    scopus 로고
    • Fast MCMC spectral matching separation in noisy Gaussian mixtures: Application to astrophysics
    • presented at the, Marrakech, Morocco
    • H. Snoussi, "Fast MCMC spectral matching separation in noisy Gaussian mixtures: Application to astrophysics," presented at the IEEE ISCCSP, Marrakech, Morocco, 2006.
    • (2006) IEEE ISCCSP
    • Snoussi, H.1
  • 36
    • 57949100858 scopus 로고    scopus 로고
    • Fully Bayesian source separation of astrophysical images modelled by mixture of Gaussians
    • Sep
    • S. Wilson, E. E. Kuruoglu, and E. Salerno, "Fully Bayesian source separation of astrophysical images modelled by mixture of Gaussians," IEEE J. Sel. Areas Signal Process., Sep. 2008.
    • (2008) IEEE J. Sel. Areas Signal Process
    • Wilson, S.1    Kuruoglu, E.E.2    Salerno, E.3
  • 37
    • 25844482570 scopus 로고    scopus 로고
    • A comparison of algorithms for inference and learning in probabilistic graphical models
    • Sep
    • B. J. Frey and N. Jojic, "A comparison of algorithms for inference and learning in probabilistic graphical models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 9, pp. 1392-1416, Sep. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell , vol.27 , Issue.9 , pp. 1392-1416
    • Frey, B.J.1    Jojic, N.2
  • 40
    • 13844295882 scopus 로고    scopus 로고
    • Online, Available
    • A. Cichocki et al., ICALAB Toolboxes [Online]. Available: http:// www.bsp.brain.riken.jp/ICALAB.
    • ICALAB Toolboxes
    • Cichocki, A.1
  • 42
    • 33749599778 scopus 로고    scopus 로고
    • A MCMC approach for Bayesian super-resolution image reconstruction
    • presented at the, Oct
    • J. Tian and K. K. Ma, "A MCMC approach for Bayesian super-resolution image reconstruction," presented at the Int. Conf. Image Processing, Oct. 2005.
    • (2005) Int. Conf. Image Processing
    • Tian, J.1    Ma, K.K.2
  • 43
    • 67349178502 scopus 로고    scopus 로고
    • Planck Science Team, PLANCK:, ESA, Online, Available
    • Planck Science Team, PLANCK: The Scientific Programme European Space Agency (ESA) [Online]. Available: http://www.rssd.esa.int/SA/PLANCK/docs/
    • The Scientific Programme European Space Agency


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