Automated determination of the centers of vertebral bodies and intervertebral discs in CT and MR lumbar spine images

被引:5
|
作者
Stern, Darko [1 ]
Vrtovec, Tomaz [1 ]
Pernus, Franjo [1 ]
Likar, Bostjan [1 ]
机构
[1] Univ Ljubljana, Fac Elect Engn, SI-1000 Ljubljana, Slovenia
来源
关键词
center of vertebral body; center of intervertebral disc; spine; MR images; CT images; automated detection; SEGMENTATION; MODEL; 3D;
D O I
10.1117/12.844567
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The knowledge of the location of the centers of vertebral bodies and intervertebral discs is valuable for the analysis of the spine. Existing methods for the detection and segmentation of vertebrae in images acquired by computed tomography (CT) and magnetic resonance (MR) imaging are usually applicable only to a specific image modality and require prior knowledge of the location of vertebrae, usually obtained by manual identification or statistical modeling. We propose a completely automated framework for the detection of the centers of vertebral bodies and intervertebral discs in CT and MR images. The image intensity and gradient magnitude profiles are first extracted in each image along the already obtained spinal centerline and therefore contain a repeating pattern representing the vertebral bodies and intervertebral discs. Based on the period of the repeating pattern and by using a function that approximates the shape of the vertebral body, a model of the vertebral body is generated. The centers of vertebral bodies and intervertebral discs are detected by measuring the similarity between the generated model and the extracted profiles. The method was evaluated on 29 CT and 13 MR images of lumbar spine with varying number of vertebrae. The overall mean distance between the obtained and the ground truth centers was 2.8 +/- 1.9 mm, and no considerable differences were detected between the results for CT, T1-weighted MR or T2-weighted MR images, or among different vertebrae. The proposed method may therefore be valuable for initializing the techniques for the detection and segmentation of vertebrae.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] Parametric modeling of the intervertebral disc space in 3D: Application to CT images of the lumbar spine
    Korez, Robert
    Likar, Bostjan
    Pernus, Franjo
    Vrtovec, Tomaz
    COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2014, 38 (07) : 596 - 605
  • [42] Fully automatic cross-modality localization and labeling of vertebral bodies and intervertebral discs in 3D spinal images
    Maria Wimmer
    David Major
    Alexey A. Novikov
    Katja Bühler
    International Journal of Computer Assisted Radiology and Surgery, 2018, 13 : 1591 - 1603
  • [43] Fully automatic cross-modality localization and labeling of vertebral bodies and intervertebral discs in 3D spinal images
    Wimmer, Maria
    Major, David
    Novikov, Alexey A.
    Buehler, Katja
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2018, 13 (10) : 1591 - 1603
  • [44] Efficient segmentation of lumbar intervertebral disc from MR images
    Silvoster, Leena M.
    Kumar, Retnaswami Mathusoothana S.
    IET IMAGE PROCESSING, 2020, 14 (13) : 3076 - 3083
  • [45] Classification of Intervertebral Disc on Lumbar MR Images using SVM
    Beulah, A.
    Sharmila, T. Sree
    PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON APPLIED AND THEORETICAL COMPUTING AND COMMUNICATION TECHNOLOGY (ICATCCT), 2016, : 293 - 297
  • [46] Automatic Lumbar Spine Measurement in CT Images
    Mao, Yunxiang
    Zheng, Dong
    Liao, Shu
    Peng, Zhigang
    Yan, Ruyi
    Liu, Junhua
    Dong, Zhingxing
    Gong, Liyan
    Zhou, Xiang Sean
    Zhan, Yiqiang
    Fei, Jun
    MEDICAL IMAGING 2017: COMPUTER-AIDED DIAGNOSIS, 2017, 10134
  • [47] Incidental extraspinal findings in the lumbar spine during magnetic resonance imaging of intervertebral discs
    Zidan, Mogahid M. A.
    Hassan, Ikhlas A.
    Elnour, Abdelrahaman M.
    Ali, Wadah M.
    Mahmoud, Mustafa Z.
    Alonazi, Batil
    Khalid, Abbas
    Ali, Salah
    HELIYON, 2018, 4 (09):
  • [48] Prolonged upright posture induces degenerative changes in intervertebral discs in rat lumbar spine
    Liang, Qian-Qian
    Zhou, Quan
    Zhang, Min
    Hou, Wei
    Cui, Xue-Jun
    Li, Chen-Guang
    Li, Tian-Fang
    Shi, Qi
    Wang, Yong-Jun
    SPINE, 2008, 33 (19) : 2052 - 2058
  • [49] VERTEBRAL OSTEOMYELITIS IS CHARACTERISED BY INCREASED RANK/OPG AND RANKL/OPG EXPRESSION RATIOS IN VERTEBRAL BODIES AND INTERVERTEBRAL DISCS
    Lang, S.
    Loibl, M.
    Glaesner, J.
    Simon, M.
    Rupp, M.
    Grad, S.
    Neumann, C.
    Alt, V
    Gessner, A.
    Hanses, F.
    EUROPEAN CELLS & MATERIALS, 2021, 42 : 438 - 451
  • [50] Segmentation of vertebral bodies in CT and MR images based on 3D deterministic models
    Stern, Darko
    Vrtovec, Tomaz
    Pernus, Franjo
    Likar, Bostjan
    MEDICAL IMAGING 2011: IMAGE PROCESSING, 2011, 7962