TY - JOUR
T1 - An optimal dimensionality sampling scheme on the sphere with accurate and efficient spherical harmonic transform for diffusion MRI
AU - Bates, Alice P.
AU - Khalid, Zubair
AU - Kennedy, Rodney A.
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/1
Y1 - 2016/1
N2 - We design a sampling scheme on the sphere and a corresponding spherical harmonic transform (SHT) for the measurement and reconstruction of the diffusion signal in diffusion magnetic resonance imaging (dMRI). By exploiting the antipodal symmetry property of the diffusion signal in the spectral (spherical harmonic) domain, we design a sampling scheme that attains the optimal number of samples, equal to the degrees of freedom required to represent the antipodally symmetric band-limited diffusion signal in the spectral domain. Compared with other sampling schemes that can be used with the optimal number of samples, we demonstrate, through numerical experiments, that the proposed scheme enables more accurate computation of the SHT, and this accuracy is practically rotationally invariant. In addition, it results in more efficient computation of the SHT and storage of the diffusion signal.
AB - We design a sampling scheme on the sphere and a corresponding spherical harmonic transform (SHT) for the measurement and reconstruction of the diffusion signal in diffusion magnetic resonance imaging (dMRI). By exploiting the antipodal symmetry property of the diffusion signal in the spectral (spherical harmonic) domain, we design a sampling scheme that attains the optimal number of samples, equal to the degrees of freedom required to represent the antipodally symmetric band-limited diffusion signal in the spectral domain. Compared with other sampling schemes that can be used with the optimal number of samples, we demonstrate, through numerical experiments, that the proposed scheme enables more accurate computation of the SHT, and this accuracy is practically rotationally invariant. In addition, it results in more efficient computation of the SHT and storage of the diffusion signal.
KW - Diffusion magnetic resonance imaging
KW - Index Terms-Antipodal signal
KW - Sampling
KW - Sphere
KW - Spherical harmonic transform
UR - http://www.scopus.com/inward/record.url?scp=85009223253&partnerID=8YFLogxK
U2 - 10.1109/LSP.2015.2498162
DO - 10.1109/LSP.2015.2498162
M3 - Article
SN - 1070-9908
VL - 23
SP - 15
EP - 19
JO - IEEE Signal Processing Letters
JF - IEEE Signal Processing Letters
IS - 1
M1 - 7320980
ER -