• DocumentCode
    2718690
  • Title

    Image reconstruction from phased-array MRI data based on multichannel blind deconvolution

  • Author

    She, Huajun ; Chen, Rong-Rong ; Liang, Dong ; Chang, Yuchou ; Ying, Leslie

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Utah, Salt Lake City, UT, USA
  • fYear
    2010
  • fDate
    14-17 April 2010
  • Firstpage
    760
  • Lastpage
    763
  • Abstract
    In this paper we consider image reconstruction from multichannel phased array MRI data without prior knowledge of the coil sensitivity functions. A new framework based on multichannel blind deconvolution (MBD) is developed for joint estimation of the image function and the sensitivity functions in k-space. By exploiting the smoothness of the estimated functions in the spatial domain, we develop a regularization approach in conjunction with MBD to obtain good reconstruction of the image function. Experimental results using simulated and real data demonstrate that the proposed reconstruction algorithm can better removes the sensitivity weighting in the reconstructed images compared to the sum-of-squares (SoS) approach.
  • Keywords
    biomedical MRI; blind source separation; brain; deconvolution; image reconstruction; medical image processing; neurophysiology; brain; coil sensitivity functions; image function; image reconstruction; k-space sensitivity functions; multichannel blind deconvolution; phased-array MRI data; regularization approach; spatial domain; sum-of-squares approach; Background noise; Cities and towns; Coils; Convolution; Deconvolution; Equations; Image reconstruction; Magnetic resonance imaging; Phase estimation; Phased arrays; Phased array MRI; image restoration; multichannel deconvolution; regularization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
  • Conference_Location
    Rotterdam
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-4125-9
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2010.5490063
  • Filename
    5490063