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Estimation of geometrically undistorted B0 inhomogeneity maps

机译:几何上未失真的B0不均匀图的估计

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摘要

Geometric accuracy of MRI is one of the main concerns for its use as a sole image modality in precision radiation therapy (RT) planning. In a state-of-the-art scanner, system level geometric distortions are within acceptable levels for precision RT. However, subject-induced B0 inhomogeneity may vary substantially, especially in air-tissue interfaces. Recent studies have shown distortion levels of more than 2 mm near the sinus and ear canal are possible due to subject-induced field inhomogeneity. These distortions can be corrected with the use of accurate B0 inhomogeneity field maps. Most existing methods estimate these field maps from dual gradient-echo (GRE) images acquired at two different echo-times under the assumption that the GRE images are practically undistorted. However distortion that may exist in the GRE images can result in estimated field maps that are distorted in both geometry and intensity, leading to inaccurate correction of clinical images. This work proposes a method for estimating undistorted field maps from GRE acquisitions using an iterative joint estimation technique. The proposed method yields geometrically corrected GRE images and undistorted field maps that can also be used for the correction of images acquired by other sequences. The proposed method is validated through simulation, phantom experiments and applied to patient data. Our simulation results show that our method reduces the root-mean-squared error of the estimated field map from the ground truth by ten-fold compared to the distorted field map. Both the geometric distortion and the intensity corruption (artifact) in the images caused by the B0 field inhomogeneity are corrected almost completely. Our phantom experiment showed improvement in the geometric correction of approximately 1 mm at an air-water interface using the undistorted field map compared to using a distorted field map. The proposed method for undistorted field map estimation can lead to improved geometric distortion correction at air-tissue interfaces, especially in low readout-bandwidth acquisitions, thus making them suitable for clinical use in precision RT without increasing the treatment planning margin.
机译:MRI的几何精度是其在精密放射治疗(RT)规划中用作唯一图像形式的主要关注点之一。在最先进的扫描仪中,系统级的几何畸变在精密RT的可接受范围内。但是,受试者引起的B0不均匀性可能会发生很大变化,尤其是在空气组织界面中。最近的研究表明,由于受试者引起的视野不均匀,窦和耳道附近的畸变水平可能超过2 mm。这些失真可以通过使用准确的B0非均匀性场图进行校正。假设GRE图像实际上没有失真,大多数现有方法都是从在两个不同回波时间获取的双梯度回波(GRE)图像估计这些场图的。但是,GRE图像中可能存在的失真会导致估计的场图在几何形状和强度上都发生失真,从而导致临床图像的校正不正确。这项工作提出了一种使用迭代联合估计技术从GRE采集中估计未失真场图的方法。所提出的方法产生了几何校正的GRE图像和未失真的场图,这些图也可用于校正其他序列获取的图像。通过仿真,幻像实验验证了该方法的有效性,并将其应用于患者数据。仿真结果表明,与失真场图相比,我们的方法将来自地面真实情况的估计场图的均方根误差降低了十倍。由B0场不均匀性引起的图像中的几何变形和强度变形(伪影)几乎都得到了校正。我们的幻像实验显示,使用扭曲场图与使用扭曲场图相比,在空气-水界面处的几何校正大约提高了1 mm。所提出的用于无畸变场图估计的方法可以改善空气组织界面处的几何畸变校正,尤其是在低读数带宽采集中,从而使其在不增加治疗计划裕度的情况下适用于精确RT的临床应用。

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