An optimal dimensionality sampling scheme on the sphere for antipodal signals in diffusion magnetic resonance imaging

Alice P. Bates, Zubair Khalid, Rodney A. Kennedy

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    4 Citations (Scopus)

    Abstract

    We propose a sampling scheme on the sphere and develop a corresponding spherical harmonic transform (SHT) for the accurate reconstruction of the diffusion signal in diffusion magnetic resonance imaging (dMRI). By exploiting the antipodal symmetry, we design a sampling scheme that requires the optimal number of samples on the sphere, equal to the degrees of freedom required to represent the antipodally symmetric band-limited diffusion signal in the spectral (spherical harmonic) domain. Compared with existing sampling schemes on the sphere that allow for the accurate reconstruction of the diffusion signal, the proposed sampling scheme reduces the number of samples required by a factor of two or more. We analyse the numerical accuracy of the proposed SHT and show through experiments that the proposed sampling allows for the accurate and rotationally invariant computation of the SHT to near machine precision accuracy.

    Original languageEnglish
    Title of host publication2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings
    PublisherInstitute of Electrical and Electronics Engineers Inc.
    Pages872-876
    Number of pages5
    ISBN (Electronic)9781467369978
    DOIs
    Publication statusPublished - 4 Aug 2015
    Event40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Brisbane, Australia
    Duration: 19 Apr 201424 Apr 2014

    Publication series

    NameICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
    Volume2015-August
    ISSN (Print)1520-6149

    Conference

    Conference40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015
    Country/TerritoryAustralia
    CityBrisbane
    Period19/04/1424/04/14

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