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    Toward a computer aided diagnosis system for lumbar disc herniation disease based on MR images analysis

    , Article Biomedical Engineering - Applications, Basis and Communications ; Volume 28, Issue 6 , 2016 ; 10162372 (ISSN) Nikravan, M ; Ebrahimzadeh, E ; Izadi, M. R ; Mikaeili, M ; Sharif University of Technology
    World Scientific Publishing Co. Pte Ltd 
    Abstract
    Lumbar disc diseases are the commonest complaint of Lower Back Pain (LBP). In this paper, a new method for automatic diagnosis of lumbar disc herniation is proposed which is based on clinical Magnetic Resonance Images (MRI) data. We use T2-W sagittal and myelograph images. Our method uses Otsu thresholding method to extract the spinal cord from MR images of Lumbar disc. In the next step, a third-order polynomial is aligned on the extracted spinal cords, and in the end of preprocessing step all the T2-W sagittal images are prepared for extracting disc boundary and labeling. After labeling and extracting a ROI for each disc, intensity and shape features are used for classification. The... 

    Towards an automatic diagnosis system for lumbar disc herniation: the significance of local subset feature selection

    , Article Biomedical Engineering - Applications, Basis and Communications ; 2018 ; 10162372 (ISSN) Ebrahimzadeh, E ; Fayaz, F ; Nikravan, M ; Ahmadi, F ; Dolatabad, M. R ; Sharif University of Technology
    World Scientific Publishing Co. Pte Ltd  2018
    Abstract
    Herniation in the lumbar area is one of the most common diseases which results in lower back pain (LBP) causing discomfort and inconvenience in the patients' daily lives. A computer aided diagnosis (CAD) system can be of immense benefit as it generates diagnostic results within a short time while increasing precision of diagnosis and eliminating human errors. We have proposed a new method for automatic diagnosis of lumbar disc herniation based on clinical MRI data. We use T2-W sagittal and myelograph images. The presented method has been applied on 30 clinical cases, each containing 7 discs (210 lumbar discs) for the herniation diagnosis. We employ Otsu thresholding method to extract the...