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
  • [21] GRAPH CUT SEGMENTATION METHOD AND ITS APPLICATION IN MEDICAL IMAGES
    Norouzi, Alireza
    Amin, Ismail Mat
    Rahim, Mohd Shafry Mohd
    Rad, Abdolvahab Ehsani
    JURNAL TEKNOLOGI, 2015, 75 (04): : 13 - 16
  • [22] Graph Cut Method for Automatic Tumor Detection in Prediction Based Reconstructed MR Image
    Roy, Apurba
    Maity, Santi Y.
    PROCEEDINGS OF THE 2016 IEEE INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, SIGNAL PROCESSING AND NETWORKING (WISPNET), 2016, : 1494 - 1498
  • [23] Watershed segmentation of intervertebral disk and spinal canal from MRI images
    Chevrefils, Claudia
    Cheriet, Farida
    Grimard, Guy
    Aubin, Carl-Eric
    IMAGE ANALYSIS AND RECOGNITION, PROCEEDINGS, 2007, 4633 : 1017 - +
  • [24] Automatic segmentation of the bones from MR images of the knee
    Fripp, Jurgen
    Ourselin, Sebastien
    Warfield, Simon K.
    Crozier, Stuart
    2007 4TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING : MACRO TO NANO, VOLS 1-3, 2007, : 336 - +
  • [25] An automatic level set method for hippocampus segmentation in MR images
    Safavian, Nazanin
    Batouli, Seyed Amir Hossein
    Oghabian, Mohammad Ali
    COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, 2020, 8 (04): : 400 - 410
  • [26] TRUNCATION ARTIFACT IN MR IMAGES OF THE INTERVERTEBRAL-DISK
    BREGER, RK
    CZERVIONKE, LF
    KASS, EG
    YU, S
    HO, PSP
    STRANDT, JA
    KNEELAND, JB
    HAUGHTON, VM
    AMERICAN JOURNAL OF NEURORADIOLOGY, 1988, 9 (05) : 825 - 828
  • [27] The postoperative lumbar spine: Enhanced MR evaluation of the intervertebral disk
    Ross, JS
    Zepp, R
    Modic, MT
    AMERICAN JOURNAL OF NEURORADIOLOGY, 1996, 17 (02) : 323 - 331
  • [28] 3D α-expansion and graph cut algorithms for automatic liver segmentation from CT images
    Casiraghi, Elena
    Lombardi, Gabriele
    Pratissoli, Stella
    Rizzi, Simone
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS: KES 2007 - WIRN 2007, PT I, PROCEEDINGS, 2007, 4692 : 421 - +
  • [29] Model-based graph-cut method for automatic flower segmentation with spatial constraints
    Zagrouba, Ezzeddine
    Ben Gamra, Siwar
    Najjar, Asma
    IMAGE AND VISION COMPUTING, 2014, 32 (12) : 1007 - 1020
  • [30] A fully automatic multi-atlas based segmentation method for prostate MR images
    Tian, Zhiqiang
    Liu, LiZhi
    Fei, Baowei
    MEDICAL IMAGING 2015: IMAGE PROCESSING, 2015, 9413