Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction: A Survey of the Current Approaches, Trends, and Issues

Knoll Florian; Hammernik Kerstin; Zhang Chi; Moeller Steen; Pock Thomas; Sodickson Daniel K.; Akcakaya Mehmet

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Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction: A Survey of the Current Approaches, Trends, and Issues

机译：平行磁共振成像重构的深度学习方法：目前方法，趋势和问题的调查

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《IEEE Signal Processing Magazine》 |2020年第1期|128-140|共13页
作者
Knoll Florian; Hammernik Kerstin; Zhang Chi; Moeller Steen; Pock Thomas; Sodickson Daniel K.; Akcakaya Mehmet;
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NYU Sch Med Ctr Biomed Imaging New York NY 10003 USA|IEEE Piscataway NJ 08854 USA;

Imperial Coll London Daniel Rueckerts Grp Dept Comp London England;

IEEE Piscataway NJ 08854 USA|Univ Minnesota Dept Elect & Comp Engn Minneapolis MN USA;

Univ Minnesota Dept Radiol Minneapolis MN USA;

Univ Bonn Bonn Germany|Graz Univ Technol Inst Comp Graph & Vision Graz Austria|Graz Univ Technol Comp Sci Graz Austria|Austrian Inst Technol Ctr Vis Automat & Control Seibersdorf Austria;

NYU Sch Med Dept Radiol New York NY USA|NYU Sch Med Bernard & Irene Schwartz Ctr Biomed Imaging New York NY USA|NYU Sch Med Ctr Adv Imaging Innovat & Res New York NY USA|ISMRM Concord CA USA|NIH Study Sect Biomed Imaging Technol Bethesda MD USA|Acad Radiol & Biomed Imaging Res Washington DC USA;

IEEE Piscataway NJ 08854 USA|Univ Minnesota Minneapolis MN USA;

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1. Novel reconstruction method for three-dimensional axial continuously moving table whole-body magnetic resonance imaging featuring autocalibrated parallel imaging GRAPPA. [J] . Zenge MO, Ladd ME, Quick HH Magnetic resonance in medicine: official journal of the Society of Magnetic Resonance in Medicine . 2009,第4期

机译：具有自动校准的平行成像GRAPPA的三维轴向连续移动工作台全身磁共振成像的新型重建方法。
2. Effectiveness of the periodically rotated overlapping parallel lines with enhanced reconstruction (PROPELLER) technique for reducing motion artifacts caused by mandibular movements on fat-suppressed T2-weighted magnetic resonance (MR) images [J] . Shimamoto Hiroaki, Tsujimoto Tomomi, Kakimoto Naoya, Magnetic resonance imaging: An International journal of basic research and clinical applications . 2018,第期

机译：具有增强重建（螺旋桨）技术的周期性旋转重叠平行线的有效性，用于减少脂肪抑制T2加权磁共振（MR）图像下颌移动引起的颌下移动引起的运动伪影
3. Time-of-Flight Magnetic Resonance Angiography With Sparse Undersampling and Iterative Reconstruction: Comparison With Conventional Parallel Imaging for Accelerated Imaging [J] . Yamamoto Takayuki, Fujimoto Koji, Okada Tomohisa, Investigative radiology . 2016,第6期

机译：具有稀疏欠采样和迭代重建的飞行时间磁共振血管造影：与传统并行成像加速成像的比较
4. A NEW METHOD FOR DATA ACQUISITION AND IMAGE RECONSTRUCTION IN PARALLEL MAGNETIC RESONANCE IMAGING [C] . H. M. Ahmed, R. E. Gabr, Y. M. Kadah, Cairo International Biomedical Engineering Conference . 2008

机译：并联磁共振成像中数据采集和图像重建的一种新方法
5. Signal processing techniques for improving image reconstruction of parallel Magnetic Resonance Imaging and dynamic Magnetic Resonance Imaging [D] . She, Huajun 2015

机译：用于改善并行磁共振成像和动态磁共振成像的图像重建的信号处理技术
6. Fast Undersampled Functional Magnetic Resonance Imaging Using Nonlinear Regularized Parallel Image Reconstruction [O] . Thimo Hugger, Benjamin Zahneisen, Pierre LeVan, 2011

机译：快速欠功能磁共振成像的非线性正则化并行图像重建
7. MODERATED EPOSTERS1385Longitudinal strain assessment in dilated cardiomyopathy patients using a novel accelerated DENSE sequence1407Simultaneous T1 and T2 cardiac quantification with CABIRIA: initial clinical experience1423Head-to-head comparison of acceleration algorithms in 4-dimensional flow CMR1502Left ventricular function and size evaluated by hybrid cardiac positron emission tomography-magnetic resonance: Intraindividual comparison of left ventricular ejection fraction and ventricular volumes derived by two modalities1510Left Atrium assessed by Cardiovascular Magnetic Resonance at 1.5 and 3 Tesla – age and gender effects1514Comparison of Free Breathing Cardiac MRI Radial technique to the Standard Multi breath-hold cine SSFP CMR technique for the assessment of LV Volumes and Function1536Self-navigated free-breathing isotropic 3D whole heart phase sensitive inversion recovery magnetic resonance without navigator for detection of myocardial infarction1547Assessment of Right Ventricular Strain Using Myocardial Deformation Recovery Semi Automated Technique: Initial Experience and Normal Values1586Tissue tracking myocardial deformation analysis and prediction of left ventricular remodeling in acute myocardial infarction1589Investigating strategies for optimal 31P MRS clinical cardiac at 3T: Initial Results1620Quantitative Criteria for the Diagnosis of the Congenital Absence of Pericardium by Cardiac Magnetic Resonance1632Widespread tissue injury during acute myocardial infarction: evidence from advanced CMR relaxometry1322Computed tomography coronary angiography verSus sTRess cArdiac magneTic rEsonance for the manaGement of sYmptomatic revascularized patients: a cost effectiveness study (STRATEGY study)1339Comparison of low- versus high-dose of gadobutrol for late gadolinium enhancement imaging at 1.5 Tesla: a clinical feasibility study1347Multi-parametric Cardiac Magnetic Resonance for Prediction of Cardiac Complications in Thalassemia Intermedia: a Prospective Multicenter Study1461Prognostic value of Cardiovascular Magnetic Resonance derived indexes of myocardial fibrosis in heart transplant recipients1523The role of CMR in the acute phase of hospitalization: changing paradigms1542Preoperative CMR-based score predict ventricular response after surgical left ventricular reconstruction in ischemic heart failure patients1555Excellent response rate to cardiac resynchronization therapy guided with magnetic resonance imaging1626The ECG as a predictor of arrhythmogenic substrate on Cardiac Magnetic Resonance Imaging in patients undergoing ablation for premature ventricular contractions1649Comparison of T1-mapping at 3.0T CMR and angiographic APPROACH score for area at risk assessment in ST-segment elevation myocardial infarction1340Pathological correlates of left bundle branch disease in patients with non-ischemic cardiomyopathy: a cardiovascular magnetic resonance study1342Myocardial remodelling and fibrosis in nonischaemic dilated cardiomyopathy: insights from cardiovascular magnetic resonance1411The association between fibrosis and contractile dysfunction in hypertrophic cardiomyopathy assessed by cardiovascular magnetic resonance1622Persistent myocardial inflammation due to intramyocardial haemorrhage in reperfused STEMI as a precursor to adverse LV remodelling - insights from multi-parametric mapping1566Semiquantitative analysis of low and high b value DWI for detecting myocardial edema in acute myocarditis1567Value of Cardiac MRI In Detecting Coronary Artery Disease In Newly Diagnosed Systolic Dysfunction1570Usefulness of cardiac magnetic resonance in tuberous sclerosis complex1578Papillary muscles offer further insight into hypertrophied hearts: a cardiovascular magnetic resonance study1627Diagnostic and clinical implications of CMR timing (early versus late) in patients with troponin positive acute coronary syndromes and unobstructed coronary arteries: Table 1. [O] . Upasana Tayal, Alexandros Kallifatidis, P. Garg, 2016

机译：在使用新的扩张型心肌病的患者缓和EPOSTERS1385Longitudinal应变评估加速DENSE sequence1407Simultaneous T1和T2与CABIRIA心脏定量：在4维流动的加速算法初始临床experience1423Head对头比较CMR1502Left心室功能和尺寸由混合心脏正电子发射断层摄影术评价 - 磁性共振：由两个modalities1510Left庭派生左室射血分数和心室体积的个体间的比较，在1.5和3特斯拉评估心血管磁共振 - 免费的年龄和性别effects1514Comparison呼吸心脏MRI径向技术标准的多屏气电影SSFP CMR技术的LV卷和Function1536Self-导航自由呼吸各向同性3D整个心脏相位敏感反转恢复磁共振导航仪没有检测右Ventricu心肌infarction1547Assessment的评估拉尔菌株使用心肌变形恢复半自动技术：初步经验和正常Values1586Tissue跟踪心肌变形分析和预测左室重构急性心肌infarction1589Investigating策略优化31P MRS临床心脏在3T：初始Results1620Quantitative标准的先天缺失的诊断心包心脏磁Resonance1632Widespread组织损伤急性心肌梗死时：证据先进CMR relaxometry1322Computed CT冠状动脉成像与压力心脏磁共振对症的管理吻合血管患者：成本效益研究（战略研究）1339Comparison低与高剂量钆布醇在1.5特斯拉晚钆增强成像的临床可行性，在中间型地贫心脏并发症的预测study1347Multi参数心脏核磁共振的前瞻性德穆尔心血管磁共振的ticenter Study1461Prognostic价值衍生心肌纤维化指标在住院的急性期CMR的心脏移植recipients1523The作用：改变基于CMR-paradigms1542Preoperative比分预测缺血性心脏衰竭patients1555Excellent响应速度外科左心室重建心脏再同步化后心室反应治疗与磁共振imaging1626The ECG导引作为心脏磁共振成像致心律失常性基板的在ST段抬高心肌infarction1340Pathological在风险评估经历在3.0T CMR T1映射的室性早搏contractions1649Comparison和血管造影APPROACH分数区域消融患者的预测左束支传导疾病的患者与非缺血性心肌病相关因素：心血管磁共振study1342Myocardial重塑和纤维化nonischaemic扩张型心肌病：在从在由心血管磁性resonance1622Persistent心肌炎症评估肥厚型心肌病的纤维化和收缩功能障碍之间心血管磁性resonance1411The协会由于心肌内出血景点在再灌注STEMI为先导，以不利的LV重塑 - 从低的多参数mapping1566Semiquantitative分析和高的b值DWI的见解为在心脏MRI检测冠状动脉疾病急性myocarditis1567Value在结节性硬化症complex1578Papillary肌肉初诊收缩期Dysfunction1570Usefulness心脏磁共振检测心肌水肿提供进一步的深入了解肥大心脏：心血管磁共振study1627Diagnostic和CMR定时的临床意义（早期与晚）患者肌钙蛋白阳性的急性冠脉综合征和通畅的冠状动脉：表1。

Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction: A Survey of the Current Approaches, Trends, and Issues

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