基于自动对应的薄板样条的多模态前列腺配准

J. Mitra, A. Oliver, R. Martí, X. Lladó, J. Vilanova, F. Mériaudeau
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引用次数: 9

摘要

注册是介入超声(US)前列腺活检中重要的一步,用于投射同一患者预获得的MR体积相应切片的磁共振(MR)信息。本文提出了一种利用薄板样条(TPS)在US和MR前列腺模式之间进行可变形配准的方法。使用径向基函数(如样条)是一种典型的可变形配准方法,其中,TPS比b样条更具计算效率。然而,TPS配准需要对运动图像和参考图像中的对应点进行策略性选择,因此很少被研究者用于前列腺配准。针对这一问题,本文提出了一种基于前列腺几何图形的自动选择对应点(控制点)的新方法。为了处理反向TPS变换产生的插值伪影,在TPS中使用了Shepard插值。为了评估我们的对应生成方法的准确性,还实现了两种直观的前列腺轮廓采样几何方法。我们的注册结果使用4个患者数据集进行验证,平均DSC为0.97±0.01。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multimodal Prostate Registration Using Thin-Plate Splines from Automatic Correspondences
Registration is an important step during prostate biopsy with interventional Ultrasound (US) to project the Magnetic Resonance (MR) information of the corresponding slice of a pre-acquired MR volume of the same patient. This paper presents a method of deformable registration between US and MR prostate modalities using Thin-Plate Splines (TPS). The use of radial-basis functions such as splines is a typical approach for deformable registration wherein, TPS are more computationally efficient than Bsplines. However, registration with TPS employs strategic choice of correspondence points in the moving and reference images and therefore, has been rarely used by researchers for prostate registration. Aiming to deal with this issue, a novel method to automatically choose correspondence points (control points) based on the prostate geometry is presented in this paper. Shepard’s interpolation is used with the TPS in order to deal with the interpolation artifacts produced by reverse TPS transform. To evaluate the accuracy of our correspondence generation method, two intuitive geometric methods for prostate contour sampling are also implemented. Our registration results are validated using 4 patient datasets obtaining an average DSC of 0.97 ± 0.01.
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