X-ray image segmentation for vertebral mobility analysis

被引:14
作者
Benjelloun, Mohammed [1 ]
Mahmoudi, Said [1 ]
机构
[1] Fac Engn Mons, Dept Comp Sci, B-7000 Mons, Belgium
关键词
Vertebral mobility analysis; X-ray images segmentation; Contour detection; Template matching; Discrete dynamic contour model (DDCM);
D O I
10.1007/s11548-008-0149-1
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective The goal of this work is to extract the parameters determining vertebral motion and its variation during flexion-extension movements using a computer vision tool for estimating and analyzing vertebral mobility. Materials and Methods To compute vertebral body motion parameters we propose a comparative study between two segmentation methods proposed and applied to lateral X-ray images of the cervical spine. The two vertebra contour detection methods include (1) a discrete dynamic contour model (DDCM) and (2) a template matching process associated with a polar signature system. These two methods not only enable vertebra segmentation but also extract parameters that can be used to evaluate vertebral mobility. Lateral cervical spine views including 100 views in flexion, extension and neutral orientations were available for evaluation. Vertebral body motion was evaluated by human observers and using automatic methods. Results The results provided by the automated approaches were consistent with manual measures obtained by 15 human observers. Conclusion The automated techniques provide acceptable results for the assessment of vertebral body mobility in flexion and extension on lateral views of the cervical spine.
引用
收藏
页码:371 / 383
页数:13
相关论文
共 30 条
[1]  
[Anonymous], 1996, LEVEL SET METHODS
[2]  
Benjelloun M, 2006, 2 IEEE INT C INF COM, P393
[3]  
Benjelloun M, 2007, P ANN INT IEEE EMBS, P6558
[4]   The 3L algorithm for fitting implicit polynomial curves and surfaces to data [J].
Blane, MM ;
Lei, ZB ;
Çivi, H ;
Cooper, DB .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (03) :298-313
[5]  
Brejl M, 2000, IEEE T MED IMAGING, V19, P973, DOI 10.1109/42.887613
[6]  
Canny J, 1986, IEEE T PATTERN ANAL, V8, P6
[7]  
Cootes T, 1999, INTERNAL REPORT
[8]   USE OF ACTIVE SHAPE MODELS FOR LOCATING STRUCTURE IN MEDICAL IMAGES [J].
COOTES, TF ;
HILL, A ;
TAYLOR, CJ ;
HASLAM, J .
IMAGE AND VISION COMPUTING, 1994, 12 (06) :355-365
[9]   Active appearance models [J].
Cootes, TF ;
Edwards, GJ ;
Taylor, CJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (06) :681-685
[10]  
de Bruijne M, 2003, LECT NOTES COMPUT SC, V2732, P136