On the Treatment of Boundary Artifacts in Image Restoration by Reflection and/or Anti-Reflection

The abrupt boundary truncation of an image introduces artifacts in the restored image. For large image restoration with shift-invariant blurring, it is advisable to use Fast Fourier Transform (FFT)-based procedures for reducing the computational effort. In this direction several techniques manipulat...

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Published inMatrix Methods: Theory, Algorithms And Applications pp. 227 - 237
Main Authors Donatelli, Marco, Serra-Capizzano, Stefano
Format Book Chapter
LanguageEnglish
Published WORLD SCIENTIFIC 01.04.2010
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Online AccessGet full text
ISBN9812836020
9789812836014
9812836012
9814469556
9789812836021
9789814469555
DOI10.1142/9789812836021_0013

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Abstract The abrupt boundary truncation of an image introduces artifacts in the restored image. For large image restoration with shift-invariant blurring, it is advisable to use Fast Fourier Transform (FFT)-based procedures for reducing the computational effort. In this direction several techniques manipulate the observed image at the boundary or make some assumptions on the boundary of the true image, in such a way that FFT-based algorithms can be used. We compare the use of reflection with that of anti-reflection, in connection with the choice of the boundary conditions or for extending the observed image, both theoretically and numerically. Furthermore, we combine the two proposals. More precisely we apply anti-reflection, followed by reflection if necessary, to the observed image and we observe that the resulting restoration quality is increased with respect to the case of plain reflection.
AbstractList The abrupt boundary truncation of an image introduces artifacts in the restored image. For large image restoration with shift-invariant blurring, it is advisable to use Fast Fourier Transform (FFT)-based procedures for reducing the computational effort. In this direction several techniques manipulate the observed image at the boundary or make some assumptions on the boundary of the true image, in such a way that FFT-based algorithms can be used. We compare the use of reflection with that of anti-reflection, in connection with the choice of the boundary conditions or for extending the observed image, both theoretically and numerically. Furthermore, we combine the two proposals. More precisely we apply anti-reflection, followed by reflection if necessary, to the observed image and we observe that the resulting restoration quality is increased with respect to the case of plain reflection.
Author Serra-Capizzano, Stefano
Donatelli, Marco
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  organization: Russian Academy of Sciences
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Keywords fast transforms and matrix algebras
image deblurring
boundary conditions
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Snippet The abrupt boundary truncation of an image introduces artifacts in the restored image. For large image restoration with shift-invariant blurring, it is...
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StartPage 227
SubjectTerms Matrices and Algorithms
Title On the Treatment of Boundary Artifacts in Image Restoration by Reflection and/or Anti-Reflection
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