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
fDate :
Aug. 30 2011-Sept. 3 2011
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;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091266