AN OPTIMAL DIMENSIONALITY MULTI- SHELL SAMPLING SCHEME WITH ACCURATE AND EFFICIENT TRANSFORMS FOR DIFFUSION MRI

被引:0
|
作者
Bates, Alice P. [1 ]
Khalid, Zubair [1 ]
McEwen, Jason D. [2 ]
Kennedy, Rodney A. [1 ]
机构
[1] Australian Natl Univ, Res Sch Engn, Canberra, ACT, Australia
[2] Univ Coll London, Mullard Space Sci Lab, Dorking RH5 6NT, Surrey, England
来源
2017 IEEE 14TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI 2017) | 2017年
基金
澳大利亚研究理事会;
关键词
sampling scheme; diffusion MRI; multi-shell cquisition; SPF;
D O I
暂无
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
This paper proposes a multi-shell sampling scheme and corresponding transforms for the accurate reconstruction of the diffusion signal in diffusion MRI by expansion in the spherical polar Fourier (SPF) basis. The sampling scheme uses an optimal number of samples, equal to the degrees of freedom of the band-limited diffusion signal in the SPF domain, and allows for computationally efficient reconstruction. We use synthetic data sets to demonstrate that the proposed scheme allows for greater reconstruction accuracy of the diffusion signal than the multi-shell sampling scheme obtained using the generalised electrostatic energy minimisation (gEEM) method used in the Human Connectome Project. We also demonstrate that the proposed sampling scheme allows for increased angular discrimination and improved rotational invariance of reconstruction accuracy than the gEEM scheme.
引用
收藏
页码:770 / 773
页数:4
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