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White Matter Fiber Tractography Using Nonuniform Rational B-Splines Curve Fitting

机译:使用非均匀有理B样条曲线拟合的白质纤维显微术

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摘要

The study of neural connectivity has grown rapidly in the past decade. Revealing brain anatomical connection improves not only clinical measures but also cognition understanding. In order to achieve this goal, we have to track neural fiber pathways first. Aiming to estimate 3D fiber pathways more accurately from orientation distribution function (ODF) fields, we presented a novel tracking method based on nonuniform rational B-splines (NURBS) curve fitting. First, we constructed ODF fields from high angular resolution diffusion imaging (HARDI) datasets using diffusion orientation transform (DOT) method. Second, under the angular and length constraints, the consecutive diffusion directions were extracted along each fiber pathway starting from a seed voxel. Finally, after the coordinates of the control points and their corresponding weights were determined, NURBS curve fitting was employed to track fiber pathways. The performance of the proposal has been evaluated on the tractometer phantom and real brain datasets. Based on several measure metrics, the resulting fiber pathways show promising anatomic consistency.
机译:在过去的十年中,神经连通性的研究发展迅速。揭示脑部解剖学联系不仅可以改善临床措施,而且可以改善认知理解。为了实现此目标,我们必须首先跟踪神经纤维途径。为了从定向分布函数(ODF)场更准确地估计3D纤维路径,我们提出了一种基于非均匀有理B样条(NURBS)曲线拟合的新型跟踪方法。首先,我们使用扩散方向变换(DOT)方法从高角分辨率扩散成像(HARDI)数据集构造了ODF场。其次,在角度和长度约束下,从种子体素开始沿每个纤维路径提取连续的扩散方向。最后,在确定控制点的坐标及其相应的权重之后,使用NURBS曲线拟合来跟踪纤维路径。该建议的执行情况已在tractometer体模和真实大脑数据集上进行了评估。基于几种测量指标,所得的纤维通路显示出有希望的解剖学一致性。

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