• DocumentCode
    2401810
  • Title

    Improved infrared thermography based image construction for biomedical applications using Markov Chain monte carlo method

  • Author

    Umadevi, V. ; Suresh, S. ; Raghavan, S.V.

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Network Syst. Lab., Chennai, India
  • fYear
    2009
  • fDate
    3-6 Sept. 2009
  • Firstpage
    5660
  • Lastpage
    5363
  • Abstract
    Breast Thermography is one of the scanning techniques used for breast cancer detection. Looking at breast thermal image it is difficult to interpret parameters of tumor such as depth, size and location which are useful for diagnosis and treatment of breast cancer. In our previous work (ITBIC) we proposed a framework for estimation of tumor size using clever algorithms and the radiative heat transfer model. In this paper, we expand it to incorporate the more realistic Pennes bio-heat transfer model and Markov chain Monte Carlo (MCMC) method, and analyze it´s performance in terms of computational speed, accuracy, robustness against noisy inputs, ability to make use of prior information and ability to estimate multiple parameters simultaneously. We discuss the influence of various parameters used in its implementation. We apply this method on clinical data and extract reliable results for the first time using breast thermography.
  • Keywords
    Markov processes; Monte Carlo methods; biological organs; biomedical optical imaging; biothermics; cancer; heat transfer; infrared imaging; mammography; medical image processing; physiological models; tumours; Markov chain Monte Carlo method; breast cancer diagnosis; breast cancer treatment; infrared thermography-based image construction; multiple parameter estimation; radiative heat transfer model; realistic Pennes bio-heat transfer model; scanning techniques; tumor size estimation; Biomedical optical imaging; Breast cancer; Breast neoplasms; Cancer detection; Heat transfer; Information analysis; Infrared imaging; Monte Carlo methods; Performance analysis; Robustness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
  • Conference_Location
    Minneapolis, MN
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-3296-7
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2009.5334042
  • Filename
    5334042