Schnabel, J.A.* ; Tanner, C.* ; Castellano-Smith, A.D.* ; Degenhard, A.* ; Leach, M.O.* ; Hose, D.R.* ; Hill, D.L.G.* ; Hawkes, D.J.*
Validation of nonrigid image registration using finite-element methods: Application to breast MR images.
IEEE Trans. Med. Imaging 22, 238-247 (2003)
DOI
Open Access Green möglich sobald Postprint bei der ZB eingereicht worden ist.
This paper presents a novel method for validation of nonrigid medical image registration. This method is based on the simulation of physically plausible, biomechanical tissue deformations using finite-element methods. Applying a range of displacements to finite-element models of different patient anatomies generates model solutions which simulate gold standard deformations. From these solutions, deformed images are generated with a range of deformations typical of those likely to occur in vivo. The registration accuracy with respect to the finite-element simulations is quantified by co-registering the deformed images with the original images and comparing the recovered voxel displacements with the biomechanically simulated ones. The functionality of the validation method is demonstrated for a previously described non-rigid image registration technique based on free-form deformations using B-splines and normalized mutual information as a voxel similarity measure, with an application to contrast-enhanced magnetic resonance mammography image pairs. The exemplar non-rigid registration technique is shown to be of subvoxel accuracy on average for this particular application. The validation method presented here is an important step toward more generic simulations of biomechanically plausible tissue deformations and quantification of tissue motion recovery using nonrigid image registration. It will provide a basis for improving and comparing different non-rigid registration techniques for a diversity of medical applications.
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Artikel: Journalartikel
Dokumenttyp
Wissenschaftlicher Artikel
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Herausgeber
Korrespondenzautor
Schlagwörter
Biomechanics ; Breast Mr Imaging ; Finite Element Methods ; Image Registration ; Validation
Keywords plus
ISSN (print) / ISBN
0278-0062
e-ISSN
1558-254X
ISBN
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Band: 22,
Heft: 2,
Seiten: 238-247
Artikelnummer: ,
Supplement: ,
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Verlag
Institute of Electrical and Electronics Engineers (IEEE)
Verlagsort
New York, NY [u.a.]
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Veröffentlichungsdatum
0000-00-00
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0000-00-00
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weitere Inhaber
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Priorität
Begutachtungsstatus
Peer reviewed
Institut(e)
Institute for Machine Learning in Biomed Imaging (IML)
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Copyright