Automatic Segmentation of Intervertebral Disk from MR Images of the Spine Based on Graph Cut Method

被引:0
|
作者
Nasiri, Fatemeh [1 ]
Zade, Hamid Soltanian [1 ]
机构
[1] Univ Tehran, Tehran, Iran
关键词
image segmentation; intervertebral disk; Graph cut; MRI;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study a fully automatic segmentation of intervertebral disk method based on graph cut (GC) algorithm is presented. In graph cut algorithm, a graph is constructed from image pixels and two additional nodes named source (s) and sink (t). GC algorithm requires some seed points for initialization. Presented method extracts several features from training images and uses them to automate GC algorithm. Post-processing operation like morphological and content-based refinement is applied to segmented image by GC to get desire ROL The result of intervertebral disk segmentation with this method shows 95% accuracy.
引用
收藏
页码:300 / 303
页数:4
相关论文
共 50 条
  • [31] Automatic detection, classification, and segmentation of sagittal MR images for diagnosing prolapsed lumbar intervertebral disc
    Abu Sayed, Md.
    Rahman, G. M. Mahmudur
    Islam, Md. Sherajul
    Islam, Md. Alimul
    Park, Jeongwon
    Ahmed, Hasan
    Hossain, Akram
    Shahrior, Rahat
    SCIENTIFIC REPORTS, 2025, 15 (01):
  • [32] Automatic Intervertebral Disc Localization and Segmentation in 3D MR Images Based on Regression Forests and Active Contours
    Urschler, Martin
    Hammernik, Kerstin
    Ebner, Thomas
    Stern, Darko
    COMPUTATIONAL METHODS AND CLINICAL APPLICATIONS FOR SPINE IMAGING, CSI 2015, 2016, 9402 : 130 - 140
  • [33] Automatic segmentation of MR images based on adaptive anisotropic filtering
    Ardizzone, E
    Pirrone, R
    Gambino, O
    12TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS, 2003, : 283 - 288
  • [34] Localization and Segmentation of 3D Intervertebral Discs from MR Images via a Learning Based Method: A Validation Framework
    Chu, Chengwen
    Yu, Weimin
    Li, Shuo
    Zheng, Guoyan
    COMPUTATIONAL METHODS AND CLINICAL APPLICATIONS FOR SPINE IMAGING, CSI 2015, 2016, 9402 : 141 - 149
  • [35] Automatic Bone Segmentation and Alignment From MR Knee Images
    Shan, Liang
    Zach, Christopher
    Styner, Martin
    Charles, Cecil
    Niethammer, Marc
    MEDICAL IMAGING 2010: IMAGE PROCESSING, 2010, 7623
  • [36] Automatic Segmentation of the Spinal Canal in MR Images with Deep Learning Method
    Yumus, Mehmethan
    Apaydin, Merve
    Degirmenci, Ali
    Kesikburun, Serdar
    Karal, Omer
    2023 31ST SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, SIU, 2023,
  • [37] Automatic segmentation of optic disk in retinal images
    Bharkad, Sangita
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2017, 31 : 483 - 498
  • [38] Enhanced Color Image Segmentation by Graph Cut Method in General and Medical Images
    Basavaprasad, B.
    Ravi, M.
    ADVANCEMENTS OF MEDICAL ELECTRONICS, 2015, : 75 - 84
  • [39] Deep Learning-Based Automatic Segmentation of the Proximal Femur from MR Images
    Zeng, Guodong
    Zheng, Guoyan
    INTELLIGENT ORTHOPAEDICS: ARTIFICIAL INTELLIGENCE AND SMART IMAGE-GUIDED TECHNOLOGY FOR ORTHOPAEDICS, 2018, 1093 : 73 - 79
  • [40] AUTOMATIC MULTI-ATLAS-BASED CARTILAGE SEGMENTATION FROM KNEE MR IMAGES
    Shan, Liang
    Charles, Cecil
    Niethammer, Marc
    2012 9TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2012, : 1028 - 1031