• DocumentCode
    2554814
  • Title

    Multi-segment limited-angle CT reconstruction via a BM3D filter

  • Author

    Xiyun Li ; Zhiqiang Chen ; Yuxiang Xing

  • Author_Institution
    Dept. of Eng. Phys., Tsinghua Univ., Beijing, China
  • fYear
    2012
  • fDate
    Oct. 27 2012-Nov. 3 2012
  • Firstpage
    2390
  • Lastpage
    2394
  • Abstract
    Limited-angle reconstruction is an ill-posed problem in CT reconstruction due to incomplete data in frequency domain. Multi-segments limited-angle projection is a special case in image reconstruction, which combines the properties of limited-angle and few-view projections. In this work, we use compressive sensing method to solve multi-segments limited-angle problem. A typical compressive sensing method uses total variation (TV) as a sparse representation of original signals and reconstructs the image by total variation minimization during an iterative process. We apply a BM3D filter in CT reconstruction and give a different sparse representation for compressive sensing. Numerical simulation is performed to compare the performance between ART-TV algorithm and ART-BM3D algorithm. Simulation results demonstrate the feasibility of our ART-BM3D algorithm.
  • Keywords
    compressed sensing; computerised tomography; filtering theory; image reconstruction; iterative methods; medical image processing; ART-BM3D algorithm; BM3D filter; compressive sensing method; computerised tomography; frequency domain; ill posed problem; limited-angle reconstruction; multisegment limited angle CT reconstruction; multisegment limited angle problem; multisegment limited angle projection; sparse representation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2012 IEEE
  • Conference_Location
    Anaheim, CA
  • ISSN
    1082-3654
  • Print_ISBN
    978-1-4673-2028-3
  • Type

    conf

  • DOI
    10.1109/NSSMIC.2012.6551544
  • Filename
    6551544