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LCC Demons with Divergence Term for Liver MRI Motion Correction

机译:具有散度项的LCC恶魔用于肝脏MRI运动校正

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Contrast-enhanced liver MR image sequences acquired at multiple times before and after contrast administration have been shown to be critically important for the diagnosis and monitoring of liver tumors and may be used for the quantification of liver inflammation and fibrosis. However, over multiple acquisitions, the liver moves and deforms due to patient and respiratory motion. In order to analyze contrast agent uptake one first needs to correct for liver motion. In this paper we present a method for the motion correction of dynamic contrast-enhanced liver MR images. For this purpose we use a modified version of the Local Correlation Coefficient (LCC) Demons non-rigid registration method. Since the liver is nearly incompressible its displacement field has small divergence. For this reason we add a divergence term to the energy that is minimized in the LCC Demons method. We applied the method to four sequences of contrast-enhanced liver MR images. Each sequence had a pre-contrast scan and seven post-contrast scans. For each post-contrast scan we corrected for the liver motion relative to the pre-contrast scan. Quantitative evaluation showed that the proposed method improved the liver alignment relative to the non-corrected and translation-corrected scans and visual inspection showed no visible misalignment of the motion corrected contrast-enhanced scans and pre-contrast scan.
机译:已显示在造影剂施用前后多次获取的造影剂增强肝脏MR图像序列对于肝肿瘤的诊断和监测至关重要,并可用于量化肝脏炎症和纤维化。但是,经过多次采集,肝脏会由于患者和呼吸运动而移动和变形。为了分析造影剂的摄取,首先需要校正肝脏运动。在本文中,我们提出了一种用于动态对比增强肝脏MR图像的运动校正的方法。为此,我们使用了本地相关系数(LCC)Demons非刚性注册方法的修改版本。由于肝脏几乎是不可压缩的,因此其位移场的散度很小。因此,我们向LCC恶魔方法中最小化的能量添加了一个发散项。我们将该方法应用于对比增强的肝脏MR图像的四个序列。每个序列都有一个对比前扫描和七个对比后扫描。对于每次造影后扫描,我们都对相对于造影前扫描的肝脏运动进行了校正。定量评估表明,相对于未校正和平移校正的扫描,所提出的方法改善了肝脏的排列,目测检查显示,经运动校正的对比增强扫描和对比前扫描没有可见的偏移。

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