arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2008.12359physics.med-pheess.IV
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在同时PET/MR中使用基于子空间的实时MR成像的PET的运动校正

Motion correction for PET using subspace-based real-time MR imaging in simultaneous PET/MR

Thibault Marin, Yanis Djebra, Paul K. Han, Yanis Chemli, Isabelle Bloch, Georges El Fakhri, Jinsong Ouyang, Yoann Petibon, Chao Ma

摘要:

PET重建的图像质量由于采集期间发生的受试者运动而降低。已经针对PET/MR扫描仪研究了基于MR的运动校正方法,并且当与替代信号(例如,导航器)结合使用以检测运动时,基于MR的运动校正方法在捕获规则运动模式方面已经成功。然而,处理不规则的呼吸运动和整体运动仍然具有挑战性。在这项工作中,我们提出了一种基于MR的运动校正方法,依赖于基于子空间的实时MR成像来估计用于校正PET重建的运动场。我们利用动态MR图像的低秩特性,从高度欠采样的k空间数据中以高帧率重建高分辨率MR图像。重建的动态MR图像用于确定PET重建的运动相位,并估计相位到相位的非刚性运动场,能够捕获复杂的运动模式,如不规则的呼吸和整体运动。MR导出的合并和运动场用于PET重建以生成运动校正的PET图像。所提出的方法进行了评估,在体内数据与不规则的运动模式。MR重建准确地捕获运动,优于最先进的动态MR重建技术。PET重建的评价证明了所提出的方法在减少运动伪影方面优于标准方法的益处。所提出的方法可以提高运动校正PET重建在临床应用中的图像质量。

英文摘要:

Image quality of PET reconstructions is degraded by subject motion occurring during the acquisition. MR-based motion correction approaches have been studied for PET/MR scanners and have been successful at capturing regular motion patterns, when used in conjunction with surrogate signals (e.g. navigators) to detect motion. However, handling irregular respiratory motion and bulk motion remains challenging. In this work, we propose an MR-based motion correction method relying on subspace-based real-time MR imaging to estimate motion fields used to correct PET reconstructions. We take advantage of the low-rank characteristics of dynamic MR images to reconstruct high-resolution MR images at high frame rates from highly undersampled k-space data. Reconstructed dynamic MR images are used to determine motion phases for PET reconstruction and estimate phase-to-phase nonrigid motion fields able to capture complex motion patterns such as irregular respiratory and bulk motion. MR-derived binning and motion fields are used for PET reconstruction to generate motion-corrected PET images. The proposed method was evaluated on in vivo data with irregular motion patterns. MR reconstructions accurately captured motion, outperforming state-of-the-art dynamic MR reconstruction techniques. Evaluation of PET reconstructions demonstrated the benefits of the proposed method over standard methods in terms of motion artifact reduction. The proposed method can improve the image quality of motion-corrected PET reconstructions in clinical applications.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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