• DocumentCode
    2677607
  • Title

    Image reconstruction method based on orthonormal basis of observation signal by singular value decomposition for magnetic particle imaging

  • Author

    Takagi, Tomoyuki ; Shimizu, Shota ; Tsuchiya, Hiroki ; Hatsuda, Tomoki ; Noguchi, Tomoaki ; Ishihara, Yasutoshi

  • fYear
    2015
  • fDate
    26-28 March 2015
  • Firstpage
    1
  • Lastpage
    1
  • Abstract
    The inverse-matrix solution based on a least-squares method is used as a general image reconstruction method in magnetic particle imaging. However, it is necessary to improve the image quality further because this method tends to suffer from the effects of noise. Therefore, we have proposed a different reconstruction method based on the correlation information between the system function and the observed signal. In this method, however, image blurring appears theoretically because the differences between the system functions corresponding to magnetic nanoparticles (MNPs) arranged at various positions are small when the applied gradient field strength is comparatively weak. To overcome these problems, we propose a new reconstruction method using the orthonormal basis of the observed signal itself obtained by singular value decomposition (SVD). The particle distribution is estimated on the basis of the differences between the singular value matrices of the observed signal and the system function, which are calculated with two singular vectors (orthonormal basis) of the observed signal. Evaluating the correlation with these singular value matrices is expected to reduce the effect of noise and improve the image resolution.
  • Keywords
    image reconstruction; image resolution; magnetic field measurement; magnetic particles; singular value decomposition; image blurring; image quality; image reconstruction; image resolution; inverse-matrix solution; least-squares method; magnetic nanoparticles; magnetic particle imaging; orthonormal basis; particle distribution; singular value decomposition; singular value matrices; Correlation; Image reconstruction; Image resolution; Imaging; Magnetic particles; Matrix decomposition; Noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Magnetic Particle Imaging (IWMPI), 2015 5th International Workshop on
  • Conference_Location
    Istanbul
  • Print_ISBN
    978-1-4799-7269-2
  • Type

    conf

  • DOI
    10.1109/IWMPI.2015.7107052
  • Filename
    7107052