Regularized supervised Bayesian approach for image deconvolution with regularization parameter estimation

Regularized supervised Bayesian approach for image deconvolution with regularization parameter estimation

Abstract Image deconvolution consists in restoring a blurred and noisy image knowing its point spread function (PSF). This inverse problem is ill-posed and needs prior information to obtain a satisfactory solution. Bayesian inference approach with appropriate prior on the image, in particular with a...

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Bibliographic Details
Main Authors: Bouchra Laaziri, Said Raghay, Abdelilah Hakim
Format: Article
Language:English
Published: SpringerOpen 2020-04-01
Series:EURASIP Journal on Advances in Signal Processing
Subjects:
Image deconvolution
Supervised Bayesian approach
MAP estimation
Regularization
GCV method
Online Access:http://link.springer.com/article/10.1186/s13634-020-00671-w

Internet

http://link.springer.com/article/10.1186/s13634-020-00671-w

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