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ICASSP
2008
IEEE

Generalized Gaussian Markov random field image restoration using variational distribution approximation

14 years 6 months ago
Generalized Gaussian Markov random field image restoration using variational distribution approximation
In this paper we propose novel algorithms for image restoration and parameter estimation with a Generalized Gaussian Markov Random Field prior utilizing variational distribution approximations. The restored image and the unknown hyperparameters for both the image prior and the image degradation noise are simultaneously estimated within a hierarchical Bayesian framework. We develop two algorithms resulting from this formulation which provide approximations to the posterior distributions of the latent variables. Experimental results are provided to demonstrate the performance of the algorithms.
S. Derin Babacan, Rafael Molina, Aggelos K. Katsag
Added 30 May 2010
Updated 30 May 2010
Type Conference
Year 2008
Where ICASSP
Authors S. Derin Babacan, Rafael Molina, Aggelos K. Katsaggelos
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