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21 May 1999Comparison and evaluation of rigid and nonrigid registration of breast MR images
Daniel Rueckert,Luke I. Sonoda,Erica R. E. Denton,S. Rankin,Carmel Hayes,Martin O. Leach,Derek L.G. Hill,David John Hawkes
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Daniel Rueckert,1 Luke I. Sonoda,1 Erica R. E. Denton,2 S. Rankin,1 Carmel Hayes,3 Martin O. Leach,3 Derek L.G. Hill,1 David John Hawkes1

1Guy's Hospital (United Kingdom)
2King's College Hospital (United Kingdom)
3Royal Marsden Hospital (United Kingdom)
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Abstract
In this paper we present a new approach for the non-rigid registration of contrast-enhanced breast MRI. A hierarchical transformation model of the motion of the breast has been developed. The global motion of the breast is modelled by an affine transformation while the local breast motion is described by a free-form deformation based on B-splines. Normalized mutual information is used as a voxel-based similarity measure which is insensitive to intensity changes as the result of the contrast enhancement. Registration is achieved by minimizing a cost function which represents a combination of the cost associated with the smoothness of the transformation and the cost associated with the image similarity. The algorithm has been applied to the fully automated registration of 3D breast MRI in volunteers and patients. In particular, we have compared the results of the proposed non-rigid registration algorithm to those obtained using rigid and affine registration techniques. The results clearly indicate that the non-rigid registration algorithm is much better able to recover the motion and deformation of the breast than rigid or affine registration algorithms.
© (1999) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Daniel Rueckert,Luke I. Sonoda,Erica R. E. Denton,S. Rankin,Carmel Hayes,Martin O. Leach,Derek L.G. Hill, andDavid John Hawkes"Comparison and evaluation of rigid and nonrigid registration of breast MR images", Proc. SPIE 3661, Medical Imaging 1999: Image Processing, (21 May 1999);https://doi.org/10.1117/12.348637
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Cited by 28 scholarly publications.
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KEYWORDS
Image registration

Breast

Magnetic resonance imaging

Motion models

Tissues

3D modeling

Breast cancer

Image enhancement

Affine motion model

Mammography

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Daniel Rueckert, Luke I. Sonoda, Erica R. E. Denton, S. Rankin, Carmel Hayes, Martin O. Leach, Derek L.G. Hill, David John Hawkes, "Comparison and evaluation of rigid and nonrigid registration of breast MR images," Proc. SPIE 3661, Medical Imaging 1999: Image Processing, (21 May 1999); https://doi.org/10.1117/12.348637
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