• DocumentCode
    3438707
  • Title

    Quantification of motion artifacts in 4DCT using global Fourier analysis

  • Author

    Jie Wei ; Guang Li

  • Author_Institution
    Dept. of Comput. Sci., City Coll. of New York, New York, NY, USA
  • fYear
    2012
  • fDate
    1-1 Dec. 2012
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Motion artifacts in 4-Dimensional computed tomography (4DCT) impose a potential problem in tumor and anatomy delineation, causing a systematic error in radiotherapy treatment planning. In patients, frequency and amplitude of motion artifacts appearing in 4DCT are currently manually evaluated by scrolling through all 4DCT images. This is a tedious, time consuming and error-prone process with an outcome that may be difficult for comparison among patients. In this study, we propose an automatic approach to evaluate the motion artifacts in 4DCT using Discrete Fourier transform. Instead of applying Fourier transform in local macro-blocks as done in ordinary signal processing and computer vision applications, we discover that 4DCTs of severe motion artifacts demonstrate special behavioral properties in their spectral domain after a global Fourier transform, which can be exploited to effectively quantify the severity of motion artifacts in 4DCT images via a band-passing analysis. This is the first effort in creating a computerized algorithm to evaluate the motion artifacts with a quantitative and objective evaluation with encouraging performances. Further study will be conducted with more patient data with more rigorous 4-dimensional analysis in the near future.
  • Keywords
    Fourier analysis; Fourier transforms; band-pass filters; computer vision; computerised tomography; image motion analysis; medical image processing; radiation therapy; spectral analysis; tumours; 4-dimensional computed tomography; 4DCT images; anatomy delineation; band-passing analysis; computer vision applications; computerized algorithm; discrete Fourier transform; global Fourier analysis; global Fourier transform; local macroblocks; motion artifact amplitude; motion artifact frequency; motion artifact severity; ordinary signal processing; radiotherapy treatment planning; spectral domain; systematic error; tumor delineation; Biomedical imaging; Computed tomography; Fourier transforms; Indexes; Lungs; Signal processing; Tumors; Fourier transform; band-passing; data indexing; radiotherapy treatment planning; signal processing; spectral analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing in Medicine and Biology Symposium (SPMB), 2012 IEEE
  • Conference_Location
    New York, NY
  • Print_ISBN
    978-1-4673-5665-7
  • Type

    conf

  • DOI
    10.1109/SPMB.2012.6469468
  • Filename
    6469468