• DocumentCode
    2528473
  • Title

    Tsallis Entropy Based Contrast Enhancement of Microcalcifications

  • Author

    Mohanalin, J. ; Kalra, Prem Kumar ; Kumar, Nirmal

  • Author_Institution
    Dept. of Electr. Eng., IIT Kanpur, Kanpur, India
  • fYear
    2009
  • fDate
    3-5 April 2009
  • Firstpage
    3
  • Lastpage
    7
  • Abstract
    This paper presents a new approach to enhance the contrast of microcalcifications in mammograms using a fuzzy algorithm based on Tsallis entropy. In phase I image is fuzzified using S membership function. In Phase II using the non-uniformity factor calculated from local information the contrast of microcalcifications were enhanced while suppressing the background heavily. This is the first time in literature to propose an enhancement algorithm using Tsallis entropy. Tsallis entropy has an extra parameter q. We assume that grade of mammogram is related with q parameter. The values of q were calculated from the histogram. The proposed approach can be even suitable for dense mammograms.
  • Keywords
    cancer; diagnostic radiography; entropy; fuzzy logic; image enhancement; mammography; medical image processing; tumours; S membership function; Tsallis entropy; fuzzy algorithm; fuzzy logic; mammogram; microcalcification contrast enhancement; phase I image fuzzifiction; Breast cancer; Councils; Discrete wavelet transforms; Entropy; Histograms; Image segmentation; Mammography; Medical services; Signal processing; Tellurium; Fuzzy; Mammogram; Non-Extensive; Shannon entropy; Tsallis entropy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Acquisition and Processing, 2009. ICSAP 2009. International Conference on
  • Conference_Location
    Kuala Lumpur
  • Print_ISBN
    978-0-7695-3594-4
  • Type

    conf

  • DOI
    10.1109/ICSAP.2009.17
  • Filename
    5163814