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Interpolation of vector fields from human cardiac DT-MRI

机译:人类心脏DT-MRI的矢量场插值

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There has recently been increased interest in developing tensor data processing methods for the new medical imaging modality referred to as diffusion tensor magnetic resonance imaging (DT-MRI). This paper proposes a method for interpolating the primary vector fields from human cardiac DT-MRI, with the particularity of achieving interpolation and denoising simultaneously. The method consists of localizing the noise-corrupted vectors using the local statistical properties of vector fields, removing the noise-corrupted vectors and reconstructing them by using the thin plate spline (TPS) model, and finally applying global TPS interpolation to increase the resolution in the spatial domain. Experiments on 17 human hearts show that the proposed method allows us to obtain higher resolution while reducing noise, preserving details and improving direction coherence (DC) of vector fields as well as fiber tracking. Moreover, the proposed method perfectly reconstructs azimuth and elevation angle maps. ? 2011 Institute of Physics and Engineering in Medicine Printed in the UK.
机译:最近,人们对开发用于新医学成像方式的张量数据处理方法的兴趣日益浓厚,这种方法被称为扩散张量磁共振成像(DT-MRI)。本文提出了一种从人的心脏DT-MRI对主矢量场进行插值的方法,其特点是可以同时实现插值和去噪。该方法包括使用向量场的局部统计特性对受噪声破坏的向量进行定位,删除受噪声破坏的向量并使用薄板样条(TPS)模型对其进行重构,最后应用全局TPS插值来提高分辨率。空间域。在17个人心上进行的实验表明,该方法可以使我们获得更高的分辨率,同时减少噪声,保留细节并改善矢量场的方向相干(DC)以及光纤跟踪。此外,所提出的方法完美地重建了方位角和仰角图。 ? 2011年英国医学物理与工程研究所在英国印刷。

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