메뉴 건너뛰기




Volumn 15, Issue 7, 2006, Pages 1973-1984

A segmentation-based regularization term for image deconvolution

Author keywords

Adaptive prior model; Bayesian estimation; Image deconvolution or restoration; Image segmentation; Markovian model; Tikhonov regularization

Indexed keywords

CONVOLUTION; GAUSSIAN NOISE (ELECTRONIC); IMAGE RECONSTRUCTION; ITERATIVE METHODS; MARKOV PROCESSES; MATHEMATICAL MODELS; MAXIMUM LIKELIHOOD ESTIMATION; STATISTICAL METHODS;

EID: 33745633093     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2006.873446     Document Type: Article
Times cited : (49)

References (44)
  • 1
    • 0028548374 scopus 로고
    • "On the hierarchical Bayesian approach to image restoration: Applications to astronomical images"
    • Nov
    • R. Molina, "On the hierarchical Bayesian approach to image restoration: applications to astronomical images," IEEE Trans. Pattern Anal. Mach. Intell., vol. 16, no. 11, pp. 1122-1128, Nov. 1994.
    • (1994) IEEE Trans. Pattern Anal. Mach. Intell. , vol.16 , Issue.11 , pp. 1122-1128
    • Molina, R.1
  • 3
    • 0021518209 scopus 로고
    • "Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images"
    • Jun
    • S. Geman and D. Geman, "Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images," IEEE Trans. Pattern Anal. Mach. Intell., vol. 6, no. 6, pp. 721-741, Jun. 1984.
    • (1984) IEEE Trans. Pattern Anal. Mach. Intell. , vol.6 , Issue.6 , pp. 721-741
    • Geman, S.1    Geman, D.2
  • 4
    • 0000013152 scopus 로고
    • "On the statistical analysis of dirty pictures"
    • J. Besag, "On the statistical analysis of dirty pictures," J. Roy. Statist. Soc., vol. B-48, pp. 259-302, 1986.
    • (1986) J. Roy. Statist. Soc. , vol.B-48 , pp. 259-302
    • Besag, J.1
  • 6
    • 0001300995 scopus 로고
    • "Regularization of incorrectly posed problems"
    • A. N. Tichonov, "Regularization of incorrectly posed problems," Soviet Math. Dokl, vol. 4, pp. 1624-1627, 1963.
    • (1963) Soviet Math. Dokl , vol.4 , pp. 1624-1627
    • Tichonov, A.N.1
  • 7
    • 0029306397 scopus 로고
    • "Solution of inverse problems in image processing by wavelet expansion"
    • May
    • G. Wang, J. Zhang, and G.-W. Pan, "Solution of inverse problems in image processing by wavelet expansion," IEEE Trans. Image Process., vol. 4, no. 5, pp. 579-593, May 1995.
    • (1995) IEEE Trans. Image Process. , vol.4 , Issue.5 , pp. 579-593
    • Wang, G.1    Zhang, J.2    Pan, G.-W.3
  • 8
    • 0032681806 scopus 로고    scopus 로고
    • "Bayesian image restoration using a wavelet-based subband decomposition"
    • presented at the IEEE Int. Conf. Acoust., Speech, Signal Processing, Mar
    • R. Molina, A. K. Katsaggelos, and J. Abad, "Bayesian image restoration using a wavelet-based subband decomposition," presented at the IEEE Int. Conf. Acoust., Speech, Signal Processing, Mar. 1999.
    • (1999)
    • Molina, R.1    Katsaggelos, A.K.2    Abad, J.3
  • 11
    • 0035369759 scopus 로고    scopus 로고
    • "Complexity-regularized image denoising"
    • Jun
    • J. Liu and P. Moulin, "Complexity-regularized image denoising," IEEE Trans. Image Process., vol. 10, no. 6, pp. 841-851, Jun. 2001.
    • (2001) IEEE Trans. Image Process. , vol.10 , Issue.6 , pp. 841-851
    • Liu, J.1    Moulin, P.2
  • 12
    • 0032662774 scopus 로고    scopus 로고
    • "Analysis of multiresolution image denoising schemes using generalized Gaussian and complexity priors"
    • May
    • P. Moulin and J. Liu, "Analysis of multiresolution image denoising schemes using generalized Gaussian and complexity priors," IEEE Trans. Inf. Theory, vol. 45, no. 3, pp. 909-919, May 1999.
    • (1999) IEEE Trans. Inf. Theory , vol.45 , Issue.3 , pp. 909-919
    • Moulin, P.1    Liu, J.2
  • 14
    • 0033905085 scopus 로고    scopus 로고
    • "Wavelet domain image restoration with adaptive edge-preserving regularization"
    • Apr
    • M. Belge, M. E. Kilmer, and E. L. Miller, "Wavelet domain image restoration with adaptive edge-preserving regularization," IEEE Trans. Image Process., vol. 9, no. 4, pp. 597-608, Apr. 2000.
    • (2000) IEEE Trans. Image Process. , vol.9 , Issue.4 , pp. 597-608
    • Belge, M.1    Kilmer, M.E.2    Miller, E.L.3
  • 16
    • 0035173075 scopus 로고    scopus 로고
    • "Image deconvolution using hidden Markov tree modeling of complex wavelet packets"
    • presented at the IEEE Int. Conf. Image Processing, Oct
    • A. Jalobeaunu, N. Kingsbury, and J. Zerubia, "Image deconvolution using hidden Markov tree modeling of complex wavelet packets," presented at the IEEE Int. Conf. Image Processing, Oct. 2001.
    • (2001)
    • Jalobeaunu, A.1    Kingsbury, N.2    Zerubia, J.3
  • 17
    • 0037327680 scopus 로고    scopus 로고
    • "Satellite image deblurring using complex wavelet packets"
    • A. Jalobeaunu, L. Blanc-Feraud, and J. Zerubia, "Satellite image deblurring using complex wavelet packets," Int. J. Comput. Vis., vol. 51, no. 3, pp. 205-217, 2003.
    • (2003) Int. J. Comput. Vis. , vol.51 , Issue.3 , pp. 205-217
    • Jalobeaunu, A.1    Blanc-Feraud, L.2    Zerubia, J.3
  • 18
    • 0142200827 scopus 로고    scopus 로고
    • "An EM algorithm for wavelet-based image restoration"
    • Aug
    • M. A. T. Figueiredo and R. D. Nowak, "An EM algorithm for wavelet-based image restoration," IEEE Trans. Image Process., vol. 12, no. 8, pp. 906-916, Aug. 2003.
    • (2003) IEEE Trans. Image Process. , vol.12 , Issue.8 , pp. 906-916
    • Figueiredo, M.A.T.1    Nowak, R.D.2
  • 19
    • 33645136947 scopus 로고    scopus 로고
    • "Bayesian wavelet-based image deconvolution: A GEM algorithm exploiting a class of heavy-tailed priors"
    • Apr
    • J. Bioucas-Dias, "Bayesian wavelet-based image deconvolution: A GEM algorithm exploiting a class of heavy-tailed priors," IEEE Trans. Image Process., vol. 15, no. 4, pp. 937-951, Apr. 2006.
    • (2006) IEEE Trans. Image Process. , vol.15 , Issue.4 , pp. 937-951
    • Bioucas-Dias, J.1
  • 20
    • 0002629270 scopus 로고
    • "Maximum likelihood from incomplete data via the EM algorithm"
    • A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the EM algorithm," J. Roy. Statist. Soc., pp. 1-38, 1976.
    • (1976) J. Roy. Statist. Soc. , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 21
    • 36149030663 scopus 로고
    • "Analysis of total variation penalty methods"
    • R. Acar and C. R. Vogel, "Analysis of total variation penalty methods," Inv. Probl., vol. 10, pp. 1217-1229, 1994.
    • (1994) Inv. Probl. , vol.10 , pp. 1217-1229
    • Acar, R.1    Vogel, C.R.2
  • 22
    • 0030212858 scopus 로고    scopus 로고
    • "Recovery of blocky images from noisy and blurred data"
    • D. C. Dobson and F. Santosa, "Recovery of blocky images from noisy and blurred data," SIAM J. Appl. Math., vol. 56, pp. 1181-1198, 1996.
    • (1996) SIAM J. Appl. Math. , vol.56 , pp. 1181-1198
    • Dobson, D.C.1    Santosa, F.2
  • 23
    • 0026835074 scopus 로고
    • "Constrained image restoration and the recovery of discontinuities"
    • Mar
    • D. Geman and G. Reynolds, "Constrained image restoration and the recovery of discontinuities," IEEE Trans. Pattern Anal. Mach. Intell., vol. 14, no. 3, pp. 367-383, Mar. 1992.
    • (1992) IEEE Trans. Pattern Anal. Mach. Intell. , vol.14 , Issue.3 , pp. 367-383
    • Geman, D.1    Reynolds, G.2
  • 24
    • 0029341230 scopus 로고
    • "Nonlinear image recovery with half-quadratic regularization"
    • Jul
    • D. Geman and C. Yang, "Nonlinear image recovery with half-quadratic regularization," IEEE Trans. Image Process., vol. 4, no. 7, pp. 932-945, Jul. 1995.
    • (1995) IEEE Trans. Image Process. , vol.4 , Issue.7 , pp. 932-945
    • Geman, D.1    Yang, C.2
  • 25
    • 0031077064 scopus 로고    scopus 로고
    • "Deterministic edge-preserving regularization in computed imaging"
    • Dec
    • P. Charbonnier, L. Blanc-Feraud, G. Aubert, and M. Barlaud, "Deterministic edge-preserving regularization in computed imaging," IEEE Trans. Image Process., vol. 5, no. 12, pp. 298-311, Dec. 1997.
    • (1997) IEEE Trans. Image Process. , vol.5 , Issue.12 , pp. 298-311
    • Charbonnier, P.1    Blanc-Feraud, L.2    Aubert, G.3    Barlaud, M.4
  • 26
    • 0742286341 scopus 로고    scopus 로고
    • "Forward: Fourier-wavelet regularized deconvolution for ill-conditioned systems"
    • Feb
    • R. Neelamani, H. Choi, and R. Baraniuk, "Forward: Fourier-wavelet regularized deconvolution for ill-conditioned systems," IEEE Trans. Signal Process., vol. 52, no. 2, pp. 418-433, Feb. 2004.
    • (2004) IEEE Trans. Signal Process. , vol.52 , Issue.2 , pp. 418-433
    • Neelamani, R.1    Choi, H.2    Baraniuk, R.3
  • 27
    • 0023310676 scopus 로고
    • "Image estimation using double stochastic Gaussian random field models"
    • J. Woods, S. Dravida, and R. Mediavilla, "Image estimation using double stochastic Gaussian random field models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 9, pp. 245-253, 1987.
    • (1987) IEEE Trans. Pattern Anal. Mach. Intell. , vol.9 , pp. 245-253
    • Woods, J.1    Dravida, S.2    Mediavilla, R.3
  • 28
    • 0027624429 scopus 로고
    • "A generalized Gaussian image model for edge-preserving MAP estimation"
    • Mar
    • C. A. Bouman and K. D. Sauer, "A generalized Gaussian image model for edge-preserving MAP estimation," IEEE Trans. Image Process., vol. 2, no. 3, pp. 296-310, Mar. 1993.
    • (1993) IEEE Trans. Image Process. , vol.2 , Issue.3 , pp. 296-310
    • Bouman, C.A.1    Sauer, K.D.2
  • 29
    • 4844227048 scopus 로고    scopus 로고
    • "An adaptive Gaussian model for satellite image deblurring"
    • Apr
    • A. Jalobeaunu, L. Blanc-Feraud, and J. Zerubia, "An adaptive Gaussian model for satellite image deblurring," IEEE Trans. Image Process., vol. 13, no. 4, pp. 613-621, Apr. 2004.
    • (2004) IEEE Trans. Image Process. , vol.13 , Issue.4 , pp. 613-621
    • Jalobeaunu, A.1    Blanc-Feraud, L.2    Zerubia, J.3
  • 30
    • 0030126684 scopus 로고    scopus 로고
    • "Spatially adaptive wavelet-based multiscale image restoration"
    • Apr
    • M. R. Banham and A. K. Katsaggelos, "Spatially adaptive wavelet-based multiscale image restoration," IEEE Trans. Image Process., vol. 5, no. 4, pp. 619-634, Apr. 1996.
    • (1996) IEEE Trans. Image Process. , vol.5 , Issue.4 , pp. 619-634
    • Banham, M.R.1    Katsaggelos, A.K.2
  • 31
    • 0026203860 scopus 로고
    • "Iterative Wiener filters for image restoration"
    • Aug
    • A. D. Hillery and R. T. Chin, "Iterative Wiener filters for image restoration," IEEE Trans. Signal Process., vol. 39, no. 8, pp. 1892-1899, Aug. 1991.
    • (1991) IEEE Trans. Signal Process. , vol.39 , Issue.8 , pp. 1892-1899
    • Hillery, A.D.1    Chin, R.T.2
  • 32
    • 0034229994 scopus 로고    scopus 로고
    • "Sonar image segmentation using a hierarchical MRF model"
    • Jul
    • M. Mignotte, C. Collet, P. Pérez, and P. Bouthemy, "Sonar image segmentation using a hierarchical MRF model," IEEE Trans. Image Process., vol. 9, no. 7, pp. 1216-1231, Jul. 2000.
    • (2000) IEEE Trans. Image Process. , vol.9 , Issue.7 , pp. 1216-1231
    • Mignotte, M.1    Collet, C.2    Pérez, P.3    Bouthemy, P.4
  • 33
    • 0031189036 scopus 로고    scopus 로고
    • "Parameter estimation in hidden fuzzy Markov random fields and image segmentation"
    • F. Salzenstein and W. Pieczynski, "Parameter estimation in hidden fuzzy Markov random fields and image segmentation," Graph. Models Image Process., vol. 59, no. 4, pp. 205-220, 1997.
    • (1997) Graph. Models Image Process. , vol.59 , Issue.4 , pp. 205-220
    • Salzenstein, F.1    Pieczynski, W.2
  • 34
    • 0010286831 scopus 로고
    • "Champs de Markov cachés et estimation conditionnelle itérative"
    • W. Pieczynski, "Champs de Markov cachés et estimation conditionnelle itérative," Revue Traitement Du Signal, vol. 11, no. 2, pp. 141-153, 1994.
    • (1994) Revue Traitement Du Signal , vol.11 , Issue.2 , pp. 141-153
    • Pieczynski, W.1
  • 35
    • 0003126626 scopus 로고
    • "Global and local methods of unsupervised Bayesian segmentation of images"
    • B. Braathen, P. Masson, and W. Pieczynski, "Global and local methods of unsupervised Bayesian segmentation of images," Graph. Vis., vol. 2, no. 1, pp. 39-52, 1993.
    • (1993) Graph. Vis. , vol.2 , Issue.1 , pp. 39-52
    • Braathen, B.1    Masson, P.2    Pieczynski, W.3
  • 36
    • 0027591549 scopus 로고
    • "SEM algorithm and unsupervised statistical segmentation of satellite images"
    • Mar
    • P. Masson and W. Pieczynski, "SEM algorithm and unsupervised statistical segmentation of satellite images," IEEE Trans. Geosci. Remote Sens., vol. 31, no. 3, pp. 618-633, Mar. 1993.
    • (1993) IEEE Trans. Geosci. Remote Sens. , vol.31 , Issue.3 , pp. 618-633
    • Masson, P.1    Pieczynski, W.2
  • 38
    • 38249009121 scopus 로고
    • "Iterative evaluation of the regularization parameter in regularized image restoration"
    • A. K. Katsaggelos and M. G. Kang, "Iterative evaluation of the regularization parameter in regularized image restoration," J. Vis. Commun. Image Represent., vol. 3, no. 4, pp. 446-455, 1992.
    • (1992) J. Vis. Commun. Image Represent. , vol.3 , Issue.4 , pp. 446-455
    • Katsaggelos, A.K.1    Kang, M.G.2
  • 39
    • 0000518587 scopus 로고
    • "An iterative formula for fredholm integral equations of the first kind"
    • L. Landweber, "An iterative formula for fredholm integral equations of the first kind," Amer. J. Math., vol. 73, pp. 615-624, 1951.
    • (1951) Amer. J. Math. , vol.73 , pp. 615-624
    • Landweber, L.1
  • 41
    • 33745605891 scopus 로고    scopus 로고
    • "An adaptive segmentation-based regularization term for image restoration"
    • Sep
    • M. Mignotte, "An adaptive segmentation-based regularization term for image restoration," in IEEE Int. Conf. Image Processing, Sep. 1998.
    • (1998) IEEE Int. Conf. Image Processing
    • Mignotte, M.1
  • 43
    • 0033908648 scopus 로고    scopus 로고
    • "Restoration of severely blurred high range images using stochastic and deterministic relaxation algorithms in compound Gauss-Markov random fields"
    • R. Molina, A. K. Katsaggelos, J. Mateos, A. Hermoso, and C. A. Segall, "Restoration of severely blurred high range images using stochastic and deterministic relaxation algorithms in compound Gauss-Markov random fields," Pattern Recognit., vol. 33, no. 4, pp. 555-571, 2000.
    • (2000) Pattern Recognit. , vol.33 , Issue.4 , pp. 555-571
    • Molina, R.1    Katsaggelos, A.K.2    Mateos, J.3    Hermoso, A.4    Segall, C.A.5
  • 44
    • 0031077064 scopus 로고    scopus 로고
    • "Deterministic edge-preserving regularization in computed imaging"
    • Dec
    • P. Charbonnier, L. Blanc-Feraud, G. Aubert, and M. Barlaud, "Deterministic edge-preserving regularization in computed imaging," IEEE Trans. Image Process., vol. 5, no. 12, pp. 298-311, Dec. 1997.
    • (1997) IEEE Trans. Image Process. , vol.5 , Issue.12 , pp. 298-311
    • Charbonnier, P.1    Blanc-Feraud, L.2    Aubert, G.3    Barlaud, M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.