• DocumentCode
    3226614
  • Title

    Detectability index describes the information conveyed by sonographic images

  • Author

    Nguyen, Nghia Q. ; Abbey, Craig K. ; Insana, Michael F.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
  • fYear
    2011
  • fDate
    18-21 Oct. 2011
  • Firstpage
    680
  • Lastpage
    683
  • Abstract
    We have been developing the ideal observer formalism for sonography, which is based on the best-possible diagnostic performance. The ideal performance was compared to that of trained human observers to estimate the visual efficiency for discriminating lesion features. We find that humans are generally less than 10% efficient at accessing visual information essential for breast cancer diagnosis. In seeking ways to improve this process, we must first establish a connection between standard ROC observer metrics and instrument properties used in system design. In radiography, that relationship is made through the lesion signal-to-noise ratio SNRI. SNRI2, which describes task information, is simply related to contrast and spatial resolutions and noise power. Those relations break down for sonography due to the quadratic form of the ideal observer. Our goal in this paper is to establish a rigorous connection between ideal performance and engineering design metrics, which has directly applications for sonographic system design and optimization.
  • Keywords
    biomedical ultrasonics; cancer; optimisation; patient diagnosis; ROC observer metrics; best-possible diagnostic performance; breast cancer diagnosis; detectability index; lesion features; signal-to-noise ratio; sonographic images; visual information essential; Covariance matrix; Image quality; Lesions; Measurement; Noise; Observers; Visualization; Breast sonography; Kullback-Leibler divergence; ideal observer; image quality; task-based design;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Ultrasonics Symposium (IUS), 2011 IEEE International
  • Conference_Location
    Orlando, FL
  • ISSN
    1948-5719
  • Print_ISBN
    978-1-4577-1253-1
  • Type

    conf

  • DOI
    10.1109/ULTSYM.2011.0165
  • Filename
    6293235