Maximum a posteriori blind image deconvolution with Huber–Markov random-ﬁeld regularization

Zhimin Xu and Edmund Y. Lam

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Maximum a posteriori blind image deconvolution with Huber–Markov random-ﬁeld regularization

机译：利用Huber-Markov随机场正则化实现最大后验盲图像反卷积

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摘要

We propose a maximum a posteriori blind deconvolution approach using a Huber–Markov random-ﬁeldnmodel. Compared with the conventional maximum-likelihood method, our algorithm not only suppressesnnoise effectively but also signiﬁcantly alleviates the artifacts produced by the deconvolution process. Thenperformance of this method is demonstrated by computer simulations. © 2009 Optical Society of America

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《Optics Letters》 |2009年第9期|p.1453-1455|共3页
作者
Zhimin Xu and Edmund Y. Lam;
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Imaging Systems Laboratory, Department of Electrical and Electronic Engineering, The University of Hong Kong,Pokfulam Road, Hong Kong* Corresponding author: elam@eee.hku.hk;

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1. Maximum a posteriori blind image deconvolution with Huber-Markov random-field regularization [J] . Zhimin Xu, Edmund Y. Lam Optics Letters . 2009,第9期

机译：利用Huber-Markov随机场正则化实现最大后验盲图像反卷积
2. Parametric semi-blind deconvolution algorithm with Huber-Markov regularization for passive millimeter-wave images [J] . Yan L., Liu H., Chen L., Journal of Modern Optics . 2013,第12a13期

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3. Blind deconvolution using maximum a posteriori (MAP) estimation with directional edge based priori [J] . Maik Vivek, Aishwarya S. N. Rani, Paik Joonki Optik: Zeitschrift fur Licht- und Elektronenoptik: = Journal for Light-and Electronoptic . 2018,第期

机译：使用具有方向边沿的先验的最大后验（MAP）估计盲解码卷积
4. Blind deconvolution of images with model discrepancies using maximum a posteriori estimation with heavy-tailed priors [C] . Jan Kotera, Filip Sroubek Digital photography XI . 2015

机译：使用重尾先验的最大后验估计对具有模型差异的图像进行盲反卷积
5. Regularization of the image division approach to blind deconvolution. [D] . Barraza-Felix, Sergio. 2002

机译：针对盲反卷积的图像分割方法的正则化。
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7. Blind deconvolution for single noisy and blurry image using alternating maximum a posteriori estimation with low rank prior [O] . Sun SJ(孙世杰), Zhao HC(赵怀慈), Lv JF(吕进锋), 2016

机译：使用交替先验估计和低秩先验交替交替对单个噪声和模糊图像进行盲反卷积
8. Blind Deconvolution of Anisoplanatic Images Collected by a Partially Coherent Imaging System [R] . MacDonald, A. 2004

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Maximum a posteriori blind image deconvolution with Huber–Markov random-ﬁeld regularization

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