• DocumentCode
    1202000
  • Title

    Integrated wavelets for enhancement of microcalcifications in digital mammography

  • Author

    Heinlein, Peter ; Drexl, Johann ; Schneider, Wilfried

  • Author_Institution
    Zentrum Math., Technische Univ. Munchen, Germany
  • Volume
    22
  • Issue
    3
  • fYear
    2003
  • fDate
    3/1/2003 12:00:00 AM
  • Firstpage
    402
  • Lastpage
    413
  • Abstract
    This paper presents a new algorithm for enhancement of microcalcifications in mammograms. The main novelty is the application of techniques we have developed for construction of filterbanks derived from the continuous wavelet transform. These discrete wavelet decompositions, called integrated wavelets, are optimally designed for enhancement of multiscale structures in images. Furthermore, we use a model based approach to refine existing methods for general enhancement of mammograms resulting in a more specific enhancement of microcalcifications. We present results of our method and compare them with known algorithms. Finally, we want to indicate how these techniques can also be applied to the detection of microcalcifications. Our algorithm was positively evaluated in a clinical study. It has been implemented in a mammography workstation designed for soft-copy reading of digital mammograms developed by IMAGETOOL, Germany.
  • Keywords
    cancer; image enhancement; mammography; medical image processing; wavelet transforms; IMAGETOOL; breast cancer detection; clinical study; digital mammography; integrated wavelets; known algorithms; mammograms; mammography workstation; medical diagnostic imaging; microcalcification; model based approach; multiscale structures; soft-copy reading; Breast cancer; Cancer detection; Continuous wavelet transforms; Discrete wavelet transforms; Image analysis; Image enhancement; Image reconstruction; Mammography; Wavelet coefficients; Workstations; Algorithms; Breast Diseases; Calcinosis; Databases, Factual; Humans; Mammography; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Signal Processing, Computer-Assisted;
  • fLanguage
    English
  • Journal_Title
    Medical Imaging, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0062
  • Type

    jour

  • DOI
    10.1109/TMI.2003.809632
  • Filename
    1199641