Finite-element deformable sheet-curve models for registration of breast MR images

被引:1
|
作者
Xuan, JH [1 ]
Freedman, M [1 ]
Wang, Y [1 ]
机构
[1] Catholic Univ Amer, Dept EECS, Washington, DC 20064 USA
关键词
N on-rigd image registration; deformable models; bresat MR imaging; tamoxifen response assessment; chemoprevention;
D O I
10.1117/12.480859
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
It is clinically important to develop novel approaches to accurately assess early response to chemoprevention. We propose to quantitatively measure changes of breast density and breast vascularity in glandular tissue to assess early response to chemoprevention. In order to accurately extract glandular tissue using pre- and post-contrast magnetic resonance (MR) images, non-rigid registration is the key to align MR images by recovering the local deformations. In this paper, a new registration method has been developed using finite-element deformable sheet-curve models to accurately register MR breast images for extraction of glandular tissue. Finite-element deformable sheet-curve models are coupling dynamic systems to physically model the boundary deformation and image deformation. Specifically, deformable curves are used to obtain a reliable matching of the boundaries using physically constrained deformations. A deformable sheet with the energy functional of thin-plate-splines is used to model complex local deformations between the MR breast images. Finite-element deformable sheet-curve models have been applied to register both digital phantoms and MR breast image. The experimental results have been compared to point-based methods such as the thin-plate-spline (TPS) approach, which demonstrates that our method is of a great improvement over point-based registration methods in both boundary alignment and local deformation recovery.
引用
收藏
页码:165 / 176
页数:12
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