欠采样
计算机科学
实时核磁共振成像
时间分辨率
人工智能
图像分辨率
计算机视觉
图像质量
稳健性(进化)
动态范围
动态增强MRI
正规化(语言学)
算法
磁共振成像
图像(数学)
物理
放射科
基因
医学
量子力学
化学
生物化学
作者
Martin Uecker,Shuo Zhang,Dirk Voit,Alexander Karaus,Klaus‐Dietmar Merboldt,Jens Frahm
摘要
Abstract The desire to visualize noninvasively physiological processes at high temporal resolution has been a driving force for the development of MRI since its inception in 1973. In this article, we describe a unique method for real‐time MRI that reduces image acquisition times to only 20 ms. Although approaching the ultimate limit of MRI technology, the method yields high image quality in terms of spatial resolution, signal‐to‐noise ratio and the absence of artifacts. As proposed previously, a fast low‐angle shot (FLASH) gradient‐echo MRI technique (which allows for rapid and continuous image acquisitions) is combined with a radial encoding scheme (which offers motion robustness and moderate tolerance to data undersampling) and, most importantly, an iterative image reconstruction by regularized nonlinear inversion (which exploits the advantages of parallel imaging with multiple receiver coils). In this article, the extension of regularization and filtering to the temporal domain exploits consistencies in successive data acquisitions and thereby enhances the degree of radial undersampling in a hitherto unexpected manner by one order of magnitude. The results obtained for turbulent flow, human speech production and human heart function demonstrate considerable potential for real‐time MRI studies of dynamic processes in a wide range of scientific and clinical settings. Copyright © 2010 John Wiley & Sons, Ltd.
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