5.3.10 Bayesian Image Restoration

Hunt, B.R.,
Bayesian Methods in Nonlinear Digital Image Restoration,
TC(26), No. 3, March 1977, pp. 219-229. BibRef 7703

Richardson, W.H.,
Bayesian-Based Iterative Method of Image Restoration,
JOSA(62), No. 1, January 1972, pp. 55-59. BibRef 7201

Rabbani, M.,
Bayesian Filtering of Poisson Noise Using Local Statistics,
ASSP(36), 1988, pp. 933-937. BibRef 8800

Yuille, A., Vincent, L., Geiger, D.,
Statistical Morphology and Bayesian Reconstruction,
JMIV(1), 1992, pp. 223-238. BibRef 9200

Molina, R.,
On the Hierarchical Bayesian Approach to Image Restoration: Applications to Astronomical Images,
PAMI(16), No. 11, November 1994, pp. 1122-1128.
IEEE Abstract. IEEE Top Reference.
WWW Version. Application, Astronomy. BibRef 9411

Molina, R., Mateos, J., Abad, J., de la Blanca, N.P., Molina, A., Moreno, F.,
Bayesian Image Restoration in Astronomy: Application to Images of the Recent Collision of Comet Shoemaker-Levy-9 with Jupiter,
IJIST(6), No. 4, Winter 1995, pp. 370-375. BibRef 9500

Molina, R., Katsaggelos, A.K., Mateos, J.,
Bayesian and Regularization Methods for Hyperparameter Estimation in Image Restoration,
IP(8), No. 2, February 1999, pp. 231-246.
WWW Version. BibRef 9902

Mateos, J., Katsaggelos, A.K., Molina, R.,
A Bayesian Approach for the Estimation and Transmission of Regularization Parameters for Reducing Blocking Artifacts,
IP(9), No. 7, July 2000, pp. 1200-1215.
WWW Version. 0006 BibRef

Mateos, J., Ilia, C., Jimenez, B., Molina, R., Katsaggelos, A.K.,
Reduction of blocking artifacts in block transformed compressed color images,
ICIP98(I: 401-405).
WWW Version. 9810 BibRef

Molina, R., Mateos, J., Katsaggelos, A.K.,
Blind Deconvolution Using a Variational Approach to Parameter, Image, and Blur Estimation,
IP(15), No. 12, December 2006, pp. 3715-3727.
WWW Version. 0611 See also Bayesian multichannel image restoration using compound Gauss-Markov random fields. BibRef

Babacan, S.D.[S. Derin], Molina, R.[Rafael], Katsaggelos, A.K.[Aggelos K.],
Parameter Estimation in TV Image Restoration Using Variational Distribution Approximation,
IP(17), No. 3, March 2008, pp. 326-339.
WWW Version. 0802 BibRef
Earlier:
Total Variation Image Restoration and Parameter Estimation using Variational Posterior Distribution Approximation,
ICIP07(I: 97-100).
WWW Version. 0709 See also From Global to Local Bayesian Parameter Estimation in Image Restoration using Variational Distribution Approximations. BibRef

Sebastiani, G., Godtliebsen, F.,
On the Use of Gibbs Priors for Bayesian Image Restoration,
SP(56), No. 1, January 1997, pp. 111-118. 9704 BibRef

Chan, M.T.[Michael T.], Herman, G.T.[Gabor T.], Levitan, E.[Emanuel],
Bayesian Image-Reconstruction Using Image-Modeling Gibbs Priors,
IJIST(9), No. 2-3, 1998, pp. 85-98. 9805 BibRef
Earlier:
Bayesian image reconstruction using a high-order interacting MRF model,
CIAP95(608-614).
WWW Version. 9509 BibRef

Li, S.Z.,
MAP Image Restoration and Segmentation by Constrained Optimization,
IP(7), No. 12, December 1998, pp. 1730-1735.
WWW Version. 9812 BibRef

Li, S.Z., Chan, K.L., and Wang, H.,
Bayesian Image Restoration and Segmentation by Constrained Optimization,
CVPR96(1-6).
IEEE Abstract. IEEE Top Reference.
WWW Version. BibRef 9600

Descombes, X.[Xavier], Kruggel, F.[Frithjof],
A Markov Pixon Information Approach for Low-Level Image Description,
PAMI(21), No. 6, June 1999, pp. 482-494.
IEEE Abstract. IEEE Top Reference.
WWW Version. Pixon: Pixel information. Simultaneous restoration and segmentation. BibRef 9906

Baskaran, S.[Shyamsunder], Millane, R.P.,
Model Bias in Bayesian Image Reconstruction from X-Ray Fiber Diffracton Data,
JOSA-A(16), No. 2, February 1999, pp. 236-245. BibRef 9902

Baskaran, S., Millane, R.P.,
Bayesian Image Reconstruction from Partial Image and Aliased Spectral Intensity Data,
IP(8), No. 10, October 1999, pp. 1420-1434.
WWW Version. BibRef 9910

Pieczynski, W.[Wojciech],
Pairwise Markov Chains,
PAMI(25), No. 5, May 2003, pp. 634-639.
IEEE Abstract. IEEE Top Reference. 0304In PMC the hidden process is not necessarily a Markov process. BibRef

Chantas, G.K., Galatsanos, N.P., Likas, A.C.,
Bayesian Restoration Using a New Nonstationary Edge-Preserving Image Prior,
IP(15), No. 10, October 2006, pp. 2987-2997.
WWW Version. 0609 BibRef
Earlier:
Maximum a Posteriori Image Restoration Based on a New Directional Continuous Edge Image Prior,
ICIP05(I: 941-944).
WWW Version. 0512 BibRef
Earlier:
Non stationary Bayesian image restoration,
ICPR04(IV: 689-692).
WWW Version. 0409 BibRef

Kauthold, J., Karl, W.C., Castanon, D.A.,
A nested recursive approach to MAP estimation based on Gauss-Markov random fields,
ICIP98(II: 98-102).
WWW Version. 9810 BibRef

Saeed, M., Rabiee, H.R., Karl, W.C., and Nguyen, T.,
Bayesian Restoration of Noisy Images with the EM Algorithm,
ICIP97(II: 322-325).
WWW Version. BibRef 9700

Saquib, S.S.[Suhail S.], Bouman, C.A.[Charles A.], Sauer, K.[Ken],
A Non-Homogeneous MRF Model for Multi-Resolution Bayesian Estimation,
ICIP96(II: 445-448).
WWW Version. BibRef 9600

Mohammad-Djafari, A.[Ali],
Joint Estimation of Parameters and Hyper-Parameters in a Bayesian Approach of Solving Inverse Problems,
ICIP96(II: 473-476).
WWW Version. BibRef 9600

Chapter on Filters, Image Processing, Restoration, Enhancement, Image and Video Coding continues in
Restoration by Deconvolution .