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
Link To Document