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Iterative illumination correction with implicit regularization

dc.contributor.authorAl-Tam, Faroq
dc.contributor.authorDos Anjos, António
dc.contributor.authorShahbazkia, Hamid Reza
dc.date.accessioned2017-04-07T15:56:27Z
dc.date.available2017-04-07T15:56:27Z
dc.date.issued2016-07
dc.description.abstractThis paper presents a retrospective algorithm for correcting the uneven illumination field in microscopy images. The illumination field is iteratively made uniform using an increasing sequence of bivariate polynomials. At each iteration, the least squares problem of fitting a 2-D polynomial to a sampled image is solved by using QR decomposition with column pivoting, where image samples are obtained by dynamic programming or watershed transform. This incremental scheme allows the smoothness constraint of the estimated bias field to be implicitly satisfied. The proper number of iterations is determined by an automatic stopping criterion. The experimental results show the effectiveness of the proposed approach when compared to a set of different well-established methods.
dc.identifier.doi10.1007/s11760-015-0847-4
dc.identifier.issn1863-1703
dc.identifier.otherAUT: HSH01524;
dc.identifier.urihttp://hdl.handle.net/10400.1/9418
dc.language.isoeng
dc.peerreviewedyes
dc.publisherSpringer Verlag
dc.relation.isbasedonWOS:000377934900022
dc.titleIterative illumination correction with implicit regularization
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage974
oaire.citation.issue5
oaire.citation.startPage967
oaire.citation.titleSignal, Image and Video Processing
oaire.citation.volume10
person.familyNameAl-Tam
person.familyNameAnjos
person.familyNameShahbazkia
person.givenNameFaroq
person.givenNameAntónio
person.givenNameHamid Reza
person.identifierR-00G-A33
person.identifier.ciencia-id2515-AFE3-525F
person.identifier.ciencia-id2D11-C8C8-D8EA
person.identifier.ciencia-id5D12-F388-568E
person.identifier.orcid0000-0001-9718-2039
person.identifier.orcid0000-0001-6521-8930
person.identifier.orcid0000-0002-5661-0612
person.identifier.ridK-7031-2016
person.identifier.ridM-7604-2013
person.identifier.scopus-author-id55246034700
person.identifier.scopus-author-id25638237700
person.identifier.scopus-author-id22735637800
rcaap.rightsrestrictedAccess
rcaap.typearticle
relation.isAuthorOfPublication15ac97f4-a867-462d-9fc6-0a47bb2919d3
relation.isAuthorOfPublicationc525cee7-e184-4154-ab9a-23270970ca86
relation.isAuthorOfPublication11ed60f1-defe-4034-9203-633a116cf217
relation.isAuthorOfPublication.latestForDiscovery15ac97f4-a867-462d-9fc6-0a47bb2919d3

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