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Image reconstruction from phased-array MRI data based on multichannel blind deconvolution

机译:基于多通道盲解卷积的相控阵MRI数据图像重建

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In this paper we consider image reconstruction from multichannel phased array MRI data without prior knowledge of the coil sensitivity functions. A new framework based on multichannel blind deconvolution (MBD) is developed for joint estimation of the image function and the sensitivity functions in k-space. By exploiting the smoothness of the estimated functions in the spatial domain, we develop a regularization approach in conjunction with MBD to obtain good reconstruction of the image function. Experimental results using simulated and real data demonstrate that the proposed reconstruction algorithm can better removes the sensitivity weighting in the reconstructed images compared to the sum-of-squares (SoS) approach.
机译:在本文中,我们考虑从多通道相控阵MRI数据重建图像,而无需事先了解线圈灵敏度函数。提出了一种基于多通道盲解卷积(MBD)的新框架,用于联合估计k空间中的图像函数和灵敏度函数。通过利用空间域中估计函数的平滑度,我们结合MBD开发了一种正则化方法,以获得图像函数的良好重构。使用模拟和真实数据进行的实验结果表明,与平方和(SoS)方法相比,所提出的重建算法可以更好地消除重建图像中的灵敏度加权。

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