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Super-Resolution Image Restoration with L-Curve

Authors: Hong-Zhi Wang; Shuang Zhao; Hong-Wu Lv;

Super-Resolution Image Restoration with L-Curve

Abstract

In this paper, we present an improved algorithm for super-resolution image restoration which used L-Curve regularization to Maximum A-Posteriori method. Super-Resolution as the second-generation problem of image restoration is also an ill-posed question because of an insufficient number of LR images and ill-conditioned blur operators. Procedures adopted to stabilize the inversion of ill-posed problem are called regularization, so the selection of regularization parameter is very important to the effect of image reconstruction. Hence, we present L-Curve regularization method which can estimate the regularization parameter exactly and not by trial-and-error, then used the regularization parameter to Maximum A-Posteriori method which is one of the most common methods of super-resolution image restoration. Experiments demonstrate that this method can effectively reduce and remove noise in the restoration images, get good quality restoration images and has high super resolution performance.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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