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Reordering for improving global Arnoldi-Tikhonov method in image restoration problems
Azarbaijan Shahid Madani Univ, Dept Appl Math, Tabriz, Iran..
Azarbaijan Shahid Madani Univ, Image Proc Lab, Tabriz, Iran..
KTH, Skolan för teknikvetenskap (SCI), Matematik (Inst.).ORCID-id: 0000-0002-1118-6483
2018 (engelsk)Inngår i: Signal, Image and Video Processing, ISSN 1863-1703, E-ISSN 1863-1711, Vol. 12, nr 3, s. 497-504Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

This paper discusses the solution of large-scale linear discrete ill-posed problems arising from image restoration problems. Since the scale of the problem is usually very large, the computations with the blurring matrix can be very expensive. In this regard, we consider problems in which the coefficient matrix is the sum of Kronecker products of matrices to benefit the computation. Here, we present an alternative approach based on reordering of the image approximations obtained with the global Arnoldi-Tikhonov method. The ordering of the intensities is such that it makes the image approximation monotonic and thus minimizes the finite differences norm. We present theoretical properties of the method and numerical experiments on image restoration.

sted, utgiver, år, opplag, sider
Springer London, 2018. Vol. 12, nr 3, s. 497-504
Emneord [en]
Inverse problems, Regularization methods, Reordering, Kronecker product
HSV kategori
Identifikatorer
URN: urn:nbn:se:kth:diva-240178DOI: 10.1007/s11760-017-1185-5ISI: 000426815900013Scopus ID: 2-s2.0-85030860938OAI: oai:DiVA.org:kth-240178DiVA, id: diva2:1272617
Merknad

QC 20181218

Tilgjengelig fra: 2018-12-19 Laget: 2018-12-19 Sist oppdatert: 2022-06-26bibliografisk kontrollert

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