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Single-Shell Return-to-the-Origin Probability Diffusion Mri Measure Under a Non-Stationary Rician Distributed Noise

机译:单壳返回原因概率扩散MRI测量在非静止的瑞典分布式噪声下

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The Ensemble Average Propagator (EAP) provides a compact theoretical framework to explore the underlying microstructural properties of the tissues with diffusion magnetic resonance imaging. To model tissue characteristics, it is usually required to fit a functional basis to a densely sampled q-space data and then retrieve the EAP-related maps. In this work, we analytically derive a new closed-form formula to calculate one of the EAP features the Return-To-the-Origin Probability (RTOP) map directly from the data leaving aside the EAP estimation step. Our RTOP estimation approach exploits only single-shell data and additionally handles noise-induced bias using a non-stationary log-Rician statistics. We validated our proposal using an in vivo Human Connectome Project database achieving an increased accuracy of the method when subsampling of the q-space was considered and strong correlations to multiple-shell state-of-the-art methods.
机译:该集合平均传播器(EAP)提供了一种紧凑的理论框架,用于探讨组织的底层微观结构特性,具有扩散磁共振成像。为了模拟组织特性,通常需要将功能基础适合致密采样的Q空间数据,然后检索与EAP相关的映射。在这项工作中,我们分析了一种新的封闭式公式来计算一个EAP返回原因概率(RTOP)映射的一个EAP reak-to-原始概率(rtop)映射,从抛开EAP估计步骤。我们的RTOP估计方法仅利用单壳数据,并使用非静止日志瑞典统计数据处理噪声引起的偏差。我们通过体内人类连接项目数据库验证了我们的提案,当考虑了Q空间的数据采样和与多壳最新方法的相关性强烈相关时,验证了该方法的准确性。

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