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Motion robust reconstruction of multi-shot diffusion-weighted images without phase estimation via locally low-rank regularization

机译:基于局部低秩正则化的无相位估计多镜头扩散加权图像运动鲁棒重建

摘要

Multi-shot diffusion-weighted magnetic resonance imaging acquires multiple k-space segments of diffusion-weighted MRI data, estimates reconstructed multi-shot diffusion weighted images, and combines the estimated images to obtain a final reconstructed MRI image. The estimation of images iteratively calculates updated multi-shot images from the multiple k-space segments and current multi-shot images using a convex model without estimating motion-induced phase, constructs multiple locally low-rank spatial-shot matrices from the updated multi-shot images, and calculates current multi-shot images from spatial-shot matrices.
机译:多镜头扩散加权磁共振成像获取扩散加权MRI数据的多个k空间段,估计重建的多镜头扩散加权图像,并将估计的图像组合以获得最终重建的MRI图像。图像估计使用凸模型从多个k空间段迭代计算更新的多镜头图像和当前多镜头图像,而不估计运动诱导相位,从更新的多镜头图像构造多个局部低秩空间镜头矩阵,并从空间镜头矩阵计算当前多镜头图像。

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