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Combination of compressed sensing and parallel imaging for highly-accelerated dynamic MRI

机译:压缩传感与并行成像相结合,可实现高速动态MRI

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The introduction of compressed sensing methods to speed up image acquisition has received great attention in the Magnetic Resonance Imaging (MRI) community. Compressed sensing exploits the compressibility of medical images to reconstruct unaliased images from undersampled data. Moreover, compressed sensing can be synergistically combined with previously introduced acceleration methods such as parallel imaging, which employs arrays of receiver coils to further increase imaging speed. Over the past three years, we have been working on the combination of compressed sensing and parallel imaging, exploiting the idea of joint multicoil sparsity. In this work, we present a summary of our image acquisition and reconstruction methods for the combination of compressed sensing and parallel imaging, and describe applications to cardiac and body dynamic MRI.
机译:在磁共振成像(MRI)社区中,引入压缩传感方法以加快图像采集速度已引起广泛关注。压缩感测利用医学图像的可压缩性,从欠采样数据中重建非锯齿图像。此外,压缩感测可以与先前引入的加速方法(例如并行成像)协同结合,该方法采用接收器线圈阵列来进一步提高成像速度。在过去的三年中,我们一直在致力于利用联合多线圈稀疏性的思想将压缩感测与并行成像相结合。在这项工作中,我们总结了压缩传感和并行成像相结合的图像采集和重建方法,并介绍了在心脏和身体动态MRI中的应用。

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