PF-FICOTA-SENSE:一种MRI快速重构方法  

PF-FICOTA-SENSE:An MRI Fast Reconstruction Method

作　　者：李建武[1] 康杨 周金鹏 LI Jian-Wu;KANG Yang;ZHOU Jin-Peng(Beijing Key Laboratory of Intelligent Information Technol-ogy,School of Computer Science and Technology,Beijing Insti-tute of Technology,Beijing 100081)

机构地区：[1]北京理工大学计算机学院智能信息技术北京市重点实验室,北京100081

出　　处：《自动化学报》2020年第5期897-908,共12页Acta Automatica Sinica

基　　金：国家自然科学基金(61271374)资助。

摘　　要：如何实现快速磁共振成像(Magnetic resonance imaging,MRI)是MRI医学图像技术发展和应用的关键,现有的快速MRI成像技术在成像速度及成像质量方面仍存在很大的提升空间.本文基于Contourlet变换,对磁共振图像进行稀疏表示,并结合传统PF-CS-SENSE框架,提出一种基于Contourlet变换的组合MRI重构方法,即PF-FICOTA-SENSE.考虑到组合MRI采样模式、低频数据的对称性以及Contourlet能更好地拟合曲线轮廓等因素,进一步提出一种快速组合MRI方法,该方法通过将低频部分重建由FICOTA重建替换为直接填零的傅里叶重建,来实现快速重建.对比实验表明,无论在MRI重构速度还是重构质量方面,本文算法均能取得更好的性能.How to realize rapid magnetic resonance imaging(MRI)is the key to the development and applications of MRI.The existing rapid MRI imaging technology still has much room for improvement in imaging rate and imaging quality.Based on Contourlet which is used to transform the sparse representation of magnetic resonance images,this paper proposes a combined MRI reconstruction method named PF-FICOTA-SENSE that is combined with the traditional PF-CS-SENSE framework.Considering the combination of MRI sampling mode,the symmetry of the low frequency data and Contourlet’s ability to express curve contours,a fast combined MRI method for direct zero-filled Fourier reconstruction of low-frequency parts is proposed based on the proposed PF-FICOTA-SENSE.The contrast experiments show that the proposed method can achieve better performance in terms of MRI reconstruction speed and reconstruction quality.

关 键 词：压缩感知 半傅里叶成像 并行成像 PF-FICOTA-SENSE 

分 类 号：TP391.41[自动化与计算机技术—计算机应用技术] R445.2[自动化与计算机技术—计算机科学与技术]