• DocumentCode
    2491705
  • Title

    Quantitative texture analysis of MRI images for detection of cartilage-related bone marrow edema

  • Author

    Chuah, Tong Kuan ; Poh, Chueh Loo ; Sheah, Kenneth

  • Author_Institution
    Div. of Bioeng., Nanyang Technol. Univ., Singapore, Singapore
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    5112
  • Lastpage
    5115
  • Abstract
    This paper presents a study that investigated the potential of texture analysis using Fluid Sensitive Fat Suppressed MRI images for the use in detection of bone marrow edema. A total of 168 slices of knee MRI from 10 subjects were involved. Six histogram-based textures (mean intensity, standard deviation, smoothness, third moment, uniformity and entropy) were calculated in both 2D and 3D, and were compared between healthy group and group affected by bone marrow edema. Two-sample t-tests were performed to assess the difference between healthy group and group affected by edema. The intensity third moment in 2D showed significant difference between the slices of healthy subjects and the slices affected by edema (p<;0.05). Smoothness and standard deviation in 2D showed a modest significance between healthy and affected groups. No significant difference was found in the 3D textures of healthy group and group affected by edema.
  • Keywords
    biomedical MRI; bone; diseases; entropy; image texture; medical image processing; 2D image texture; 3D image texture; cartilage related bone marrow edema; entropy; fluid sensitive fat suppressed MRI image; histogram based texture; image smoothness; image uniformity; knee MRI; mean intensity; quantitative texture analysis; standard deviation; third moment; Bones; Fluids; Histograms; Image segmentation; Magnetic resonance imaging; Osteoarthritis; Three dimensional displays; Adult; Algorithms; Bone Marrow Diseases; Cartilage, Articular; Edema; Female; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Knee Joint; Magnetic Resonance Imaging; Male; Middle Aged; Pattern Recognition, Automated; Reproducibility of Results; Rheumatic Diseases; Sensitivity and Specificity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6091266
  • Filename
    6091266