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基于光流的分段四边形配准——在乳腺对比增强磁共振成像中的应用

Piecewise-quadrilateral registration by optical flow--applications in contrast-enhanced MR imaging of the breast.

作者信息

Froh Michael S, Barber David C, Brock Kristy K, Plewes Donald B, Martel Anne L

机构信息

Department of Medical Biophysics, University of Toronto, Canada.

出版信息

Med Image Comput Comput Assist Interv. 2006;9(Pt 2):686-93. doi: 10.1007/11866763_84.

Abstract

In this paper we propose a method for the nonrigid registration of contrast-enhanced dynamic sequences of magnetic resonance(MR) images. The algorithm has been developed with accuracy in mind, but also has a clinically viable execution time (i.e. a few minutes) as a goal. The algorithm is driven by multiresolution optical flow with the brightness consistency assumption relaxed, subject to a regularized best-fit within a family of transforms. The particular family of transforms we have employed uses a grid of control points and trilinear interpolation. We present validation results from a study simulating non-rigid deformation by a biomechanical model of the breast, with simulated uptake of a contrast agent. We further present results from applying the algorithm as part of a routine breast cancer screening protocol.

摘要

在本文中,我们提出了一种用于磁共振(MR)图像对比增强动态序列的非刚性配准方法。该算法在开发时既考虑了准确性,同时也以具有临床可行性的执行时间(即几分钟)为目标。该算法由多分辨率光流驱动,放宽了亮度一致性假设,并在一族变换内进行正则化最佳拟合。我们采用的特定变换族使用控制点网格和三线性插值。我们展示了一项研究的验证结果,该研究通过乳房生物力学模型模拟非刚性变形,并模拟了造影剂的摄取情况。我们还展示了将该算法应用于常规乳腺癌筛查方案的结果。

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