A generalized approach for atomic force microscopy image restoration with bregman distances as tikhonov regularization terms

Tikhonov's regularization approach applied to image restoration, stated in terms of ill-posed problems, has proved to be a powerful tool to solve noisy and incomplete data. This work proposes a variable norm discrepancy function as the regularization term of a Tikhonov expression, where the cro...

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Veröffentlicht in:Inverse problems in engineering 2000-10, Vol.8 (5), p.457-472
Hauptverfasser: Cidade, Geraldo A. G., Anteneodo, Celia, Roberty, Nilson C., Silva Neto, Antônio J.
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container_end_page 472
container_issue 5
container_start_page 457
container_title Inverse problems in engineering
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creator Cidade, Geraldo A. G.
Anteneodo, Celia
Roberty, Nilson C.
Silva Neto, Antônio J.
description Tikhonov's regularization approach applied to image restoration, stated in terms of ill-posed problems, has proved to be a powerful tool to solve noisy and incomplete data. This work proposes a variable norm discrepancy function as the regularization term of a Tikhonov expression, where the cross-entropy functional was derived. Our method was applied to true Atomic Force Microscopy (AFM) images obtained from biological samples, producing satisfactory results towards the most probable sample morphological aspect. These images represent a mapping of local interaction forces exerted between a reduced scaled AFM sensing tip and the biological sample surface, kept alive in aqueous or air environment.
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subjects Atomic force microscopy
Biological sample
Image restoration
Regularization
title A generalized approach for atomic force microscopy image restoration with bregman distances as tikhonov regularization terms
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