Multichannel estimation of coil sensitivities in parallel MRI

被引:21
作者
Morrison, Robert L., Jr. [1 ]
Jacob, Mathews [2 ]
Do, Minh N. [1 ,2 ]
机构
[1] Univ Illinois, Coordinated Sci Lab, Dept Elect & Comp Engn, 1101 W Springfield Ave, Urbana, IL 61801 USA
[2] Univ Illinois, Beckman Inst, Champaign, IL USA
来源
2007 4TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING : MACRO TO NANO, VOLS 1-3 | 2007年
基金
美国国家科学基金会;
关键词
parallel MRI; multichannel deconvolution; image restoration;
D O I
10.1109/ISBI.2007.356802
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider the problem of estimating receiver coil sensitivity functions in parallel MRI. By exploiting the multichannel nature of the problem, where multiple acquisitions of the same image function are obtained with different sensitivity weightings, we obtain a subspace-based framework for directly solving for the sensitivity functions. The proposed approach does not rely on the sum-of-squares assumption used in existing estimation schemes; this assumption tends to be violated towards the center of the image, thus leading to errors in the sensitivity estimates. Our approach eliminates this problem, producing superior sensitivity estimates in comparsion to the sum-of-squares technique. In addition, the proposed restoration procedure is non-iterative, computationally efficient, and applicable both to cases where pilot scans are available or where auto-calibration data are collected with each scan. We present experimental results using actual and simulated data to assess the performance of our approach in comparison with existing methods.
引用
收藏
页码:117 / +
页数:2
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