• DocumentCode
    318320
  • Title

    Multiscale linear/median hybrid filters for noise reduction in low dose X-ray images

  • Author

    Aach, Til ; Kunz, Dietmar

  • Author_Institution
    Philips GmbH Forschungslab., Aachen, Germany
  • Volume
    2
  • fYear
    1997
  • fDate
    26-29 Oct 1997
  • Firstpage
    358
  • Abstract
    This contribution describes a new filtering technique for the reduction of noise in medical X-ray images acquired with very low doses, like fluoroscopy images. In such images, only between 10 and 200 X-ray quanta contribute to each pixel. The resulting Poisson statistic causes a strong deterioration of image quality by quantum noise, which, in the observed images, is signal-dependent and exhibits a lowpass-shaped power spectrum. The central part of our approach is a linear/median hybrid filter, which is well-known for its good detail preservation properties. Noise reduction by this filter, however, depends on the presence or absence of underlying signal slopes, and is limited to a small range of spatial frequencies. Also, like median filters this filter tends to generate streaking artifacts. We show how a combination of linear/median hybrid filtering with a multiscale pyramid avoids these shortcomings, while simultaneously improving noise reduction performance substantially
  • Keywords
    Poisson distribution; diagnostic radiography; dosimetry; interference suppression; median filters; medical image processing; quantum noise; Poisson statistic; detail preservation properties; filtering technique; fluoroscopy images; image quality; low dose X-ray images; lowpass-shaped power spectrum; medical X-ray images; multiscale linear/median hybrid filters; noise reduction; quantum noise; spatial frequencies; streaking artifacts; very low doses; Biomedical imaging; Convolution; Filtering; Finite impulse response filter; Frequency; Image quality; Medical diagnostic imaging; Noise reduction; Noise shaping; Nonlinear filters; Pixel; Statistics; X-ray imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1997. Proceedings., International Conference on
  • Conference_Location
    Santa Barbara, CA
  • Print_ISBN
    0-8186-8183-7
  • Type

    conf

  • DOI
    10.1109/ICIP.1997.638774
  • Filename
    638774