• DocumentCode
    1163007
  • Title

    Real-time adaptive clutter rejection filtering in color flow imaging using power method iterations

  • Author

    Løvstakken, Lasse ; Bjærum, Steinar ; Kristoffersen, Kjell ; Haaverstad, Rune ; Torp, Hans

  • Author_Institution
    Dept. of Circulation & Medical Imaging, NTNU, Trondheim
  • Volume
    53
  • Issue
    9
  • fYear
    2006
  • Firstpage
    1597
  • Lastpage
    1608
  • Abstract
    We propose a new algorithm for real-time, adaptive-clutter-rejection filtering in ultrasound color flow imaging (CFI) and related techniques. The algorithm is based on regression filtering using eigenvectors of the signal correlation matrix as a basis for representing clutter, a method that previously has been considered too computationally demanding for real-time processing in general CFI applications. The data acquisition and processing scheme introduced allows for a more localized sampling of the clutter statistics and, therefore, an improved clutter attenuation for lower filter orders. By using the iterative power method technique, the dominant eigenvalues and corresponding eigenvectors of the correlation matrix can be estimated efficiently, rendering real-time operation feasible on desktop computers. A new adaptive filter order algorithm is proposed that successfully estimates the proper dimension of the clutter basis, previously one of the major drawbacks of this clutter-rejection technique. The filter algorithm performance and computational demands has been compared to that of conventional clutter filters. Examples have been included which confirms that, by adapting the clutter-rejection filter to estimates of the clutter-signal statistics, improved attenuation of the clutter signal can be achieved in normal as well as more excessive cases of tissue movement and acceleration
  • Keywords
    adaptive filters; biological tissues; biomedical ultrasonics; correlation methods; data acquisition; eigenvalues and eigenfunctions; haemodynamics; image colour analysis; image motion analysis; iterative methods; medical image processing; regression analysis; adaptive filter order algorithm; clutter attenuation; clutter-signal statistics; data acquisition; data processing; eigenvalues; eigenvectors; iterative power method; power method iterations; real-time adaptive clutter rejection filtering; regression filtering; signal correlation matrix; tissue acceleration; tissue movement; ultrasound color flow imaging; Adaptive filters; Attenuation; Data acquisition; Eigenvalues and eigenfunctions; Filtering algorithms; Iterative methods; Signal processing; Signal sampling; Statistics; Ultrasonic imaging;
  • fLanguage
    English
  • Journal_Title
    Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0885-3010
  • Type

    jour

  • DOI
    10.1109/TUFFC.2006.1678188
  • Filename
    1678188