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使用图割算法在存在大的场不均匀性的情况下实现稳健的水/脂肪分离。

Robust water/fat separation in the presence of large field inhomogeneities using a graph cut algorithm.

作者信息

Hernando Diego, Kellman P, Haldar J P, Liang Z-P

机构信息

Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA.

出版信息

Magn Reson Med. 2010 Jan;63(1):79-90. doi: 10.1002/mrm.22177.

Abstract

Water/fat separation is a classical problem for in vivo proton MRI. Although many methods have been proposed to address this problem, robust water/fat separation remains a challenge, especially in the presence of large amplitude of static field inhomogeneities. This problem is challenging because of the nonuniqueness of the solution for an isolated voxel. This paper tackles the problem using a statistically motivated formulation that jointly estimates the complete field map and the entire water/fat images. This formulation results in a difficult optimization problem that is solved effectively using a novel graph cut algorithm, based on an iterative process where all voxels are updated simultaneously. The proposed method has good theoretical properties, as well as an efficient implementation. Simulations and in vivo results are shown to highlight the properties of the proposed method and compare it to previous approaches. Twenty-five cardiac datasets acquired on a short, wide-bore scanner with different slice orientations were used to test the proposed method, which produced robust water/fat separation for these challenging datasets. This paper also shows example applications of the proposed method, such as the characterization of intramyocardial fat.

摘要

水脂分离是活体质子磁共振成像中的一个经典问题。尽管已经提出了许多方法来解决这个问题,但可靠的水脂分离仍然是一个挑战,尤其是在存在大振幅静磁场不均匀性的情况下。由于孤立体素解的非唯一性,这个问题具有挑战性。本文使用一种基于统计的公式来解决这个问题,该公式联合估计完整的场图和整个水脂图像。这种公式导致了一个困难的优化问题,通过一种新颖的图割算法有效地解决了这个问题,该算法基于一个所有体素同时更新的迭代过程。所提出的方法具有良好的理论性质以及高效的实现方式。模拟和活体结果表明了所提出方法的特性,并将其与以前的方法进行了比较。使用在短的、宽孔径扫描仪上以不同切片方向采集的25个心脏数据集来测试所提出的方法,该方法为这些具有挑战性的数据集产生了可靠的水脂分离。本文还展示了所提出方法的示例应用,如心肌内脂肪的表征。

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