• DocumentCode
    3458978
  • Title

    Bayesian detection and estimation of regularity in soft tissue organs

  • Author

    Cohen, Fernand S. ; Georgiou, Giorgos

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA, USA
  • Volume
    2
  • fYear
    1996
  • fDate
    3-6 Nov 1996
  • Firstpage
    1089
  • Abstract
    This paper deals with a method of detecting and estimating the scatterer spacing between the regularly spaced resolvable coherent scatterers in tissue. Scatterer spacing has been successfully used in classifying tissue structure, in differentiating between normal and cirrhotic liver, and in detecting diffuse liver disease. This paper presents a Wold decomposition of the radio frequency (RF) field into its diffused and coherent components from which maximum likelihood estimates (MLE) or minimum mean square error (MMSE) estimates of the scattering spacing are easily computed. The paper also presents an unbiased decision rule to detect whether or not an RF echo exhibits any specular scattering relative to the wavelength of the interrogating ultrasonic pulse. The approach has been tried on simulations as well as on in vivo scans of liver data and appears to perform well
  • Keywords
    Bayes methods; biomedical ultrasonics; echo; least mean squares methods; liver; maximum likelihood estimation; medical signal processing; ultrasonic scattering; Bayesian detection; Bayesian estimation; RF echo; Wold decomposition; cirrhotic liver; coherent components; diffuse liver disease; in vivo scans; interrogating ultrasonic pulse wavelength; maximum likelihood estimates; minimum mean square error estimates; radio frequency field; regularity; regularly spaced resolvable coherent scatterers; scatterer spacing; scattering spacing; simulations; soft tissue organs; specular scattering; tissue structure classification; unbiased decision rule; Bayesian methods; Biological tissues; Computational modeling; Frequency estimation; Liver diseases; Maximum likelihood detection; Maximum likelihood estimation; Mean square error methods; Radio frequency; Scattering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Ultrasonics Symposium, 1996. Proceedings., 1996 IEEE
  • Conference_Location
    San Antonio, TX
  • ISSN
    1051-0117
  • Print_ISBN
    0-7803-3615-1
  • Type

    conf

  • DOI
    10.1109/ULTSYM.1996.584181
  • Filename
    584181