Image reconstruction for Magnetic Particle Imaging using an Augmented Lagrangian Method

dc.citation.epage67en_US
dc.citation.spage64en_US
dc.contributor.authorIlbey S.en_US
dc.contributor.authorTop C.B.en_US
dc.contributor.authorÇukur, Tolgaen_US
dc.contributor.authorSarıtaş, Emine Ülküen_US
dc.contributor.authorGuven H.E.en_US
dc.coverage.spatialMelbourne, VIC, Australiaen_US
dc.date.accessioned2018-04-12T11:46:02Z
dc.date.available2018-04-12T11:46:02Z
dc.date.issued2017en_US
dc.departmentDepartment of Electrical and Electronics Engineeringen_US
dc.departmentNational Magnetic Resonance Research Center (UMRAM)en_US
dc.descriptionDate of Conference: 18-21 April 2017en_US
dc.description.abstractMagnetic particle imaging (MPI) is a relatively new imaging modality that images the spatial distribution of superparamagnetic iron oxide nanoparticles administered to the body. In this study, we use a new method based on Alternating Direction Method of Multipliers (a subset of Augmented Lagrangian Methods, ADMM) with total variation and l1 norm minimization, to reconstruct MPI images. We demonstrate this method on data simulated for a field free line MPI system, and compare its performance against the conventional Algebraic Reconstruction Technique. The ADMM improves image quality as indicated by a higher structural similarity, for low signal-to-noise ratio datasets, and it significantly reduces computation time. © 2017 IEEE.en_US
dc.description.provenanceMade available in DSpace on 2018-04-12T11:46:02Z (GMT). No. of bitstreams: 1 bilkent-research-paper.pdf: 179475 bytes, checksum: ea0bedeb05ac9ccfb983c327e155f0c2 (MD5) Previous issue date: 2017en
dc.identifier.doi10.1109/ISBI.2017.7950469en_US
dc.identifier.isbn9781509011711
dc.identifier.urihttp://hdl.handle.net/11693/37623
dc.language.isoEnglishen_US
dc.publisherIEEEen_US
dc.relation.isversionofhttp://dx.doi.org/10.1109/ISBI.2017.7950469en_US
dc.source.title2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017)en_US
dc.subjectAlgebraic reconstruction techniqueen_US
dc.subjectAlternating direction method of multipliersen_US
dc.subjectAugmented Lagrangian methoden_US
dc.subjectField free lineen_US
dc.subjectMagnetic particle imagingen_US
dc.subjectAlgebraen_US
dc.subjectConstrained optimizationen_US
dc.subjectImage processingen_US
dc.subjectLagrange multipliersen_US
dc.subjectMagnetismen_US
dc.subjectMedical imagingen_US
dc.subjectNanomagneticsen_US
dc.subjectOptimizationen_US
dc.subjectSignal to noise ratioen_US
dc.subjectAlgebraic reconstruction techniquesen_US
dc.subjectAlternating direction method of multipliersen_US
dc.subjectAugmented Lagrangian methodsen_US
dc.subjectField free lineen_US
dc.subjectMagnetic particle imagingen_US
dc.subjectImage reconstructionen_US
dc.titleImage reconstruction for Magnetic Particle Imaging using an Augmented Lagrangian Methoden_US
dc.typeConference Paperen_US

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