Comparison and evaluation of rigid and non-rigid registration of breast MR images

被引:12
作者
Rueckert, D [1 ]
Sonoda, LI [1 ]
Denton, E [1 ]
Rankin, S [1 ]
Hayes, C [1 ]
Leach, MO [1 ]
Hill, D [1 ]
Hawkes, DJ [1 ]
机构
[1] Guys Hosp, Guys Kings & St Thomas Sch Med, Div Radiol Sci & Med Engn, London SE1 9RT, England
来源
MEDICAL IMAGING 1999: IMAGE PROCESSING, PTS 1 AND 2 | 1999年 / 3661卷
关键词
registration; non-rigid registration; free-form deformation; normalised mutual information; MR mammography;
D O I
10.1117/12.348637
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
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 (FFD) based on B-splines. Normalised 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 minimising 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.
引用
收藏
页码:78 / 88
页数:11
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