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
MEDICAL IMAGING 2010: IMAGE PROCESSING | 2010年 / 7623卷
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] Longitudinal study of vertebral type-1 end-plate changes on MR of the lumbar spine
    Mitra, D
    Cassar-Pullicino, VN
    Mccall, IW
    EUROPEAN RADIOLOGY, 2004, 14 (09) : 1574 - 1581
  • [42] Radiographic patterns and characteristics of sagittal profiles in normal spinopelvic curvatures: An explicit depiction of the distribution of lumbar vertebral bodies and discs
    Liu, Guang-Pu
    Liu, Lei
    Han, Meng
    Zhang, Jian-Wei
    Wang, Zhen-Fei
    Liu, Guang-Wang
    Han, Cong-Hui
    Ma, Chao
    CLINICAL ANATOMY, 2023, 36 (04) : 624 - 630
  • [43] Axial loading of the spine during CT and MR in patients with suspected lumbar spinal stenosis
    Danielson, BI
    Willen, J
    Gaulitz, A
    Niklason, T
    Hansson, TH
    ACTA RADIOLOGICA, 1998, 39 (06) : 604 - 611
  • [44] Detection of Degenerative Changes on MR Images of the Lumbar Spine with a Convolutional Neural Network: A Feasibility Study
    Lehnen, Nils Christian
    Haase, Robert
    Faber, Jennifer
    Ruber, Theodor
    Vatter, Hartmut
    Radbruch, Alexander
    Schmeel, Frederic Carsten
    DIAGNOSTICS, 2021, 11 (05)
  • [45] Determination of axial vertebral rotation in MR images: comparison of four manual and a computerized method
    Vrtovec, Tomaz
    Pernus, Franjo
    Likar, Bostjan
    EUROPEAN SPINE JOURNAL, 2010, 19 (05) : 774 - 781
  • [46] Determination of axial vertebral rotation in MR images: comparison of four manual and a computerized method
    Tomaž Vrtovec
    Franjo Pernuš
    Boštjan Likar
    European Spine Journal, 2010, 19 : 774 - 781
  • [47] A General Framework for Localizing and Locally Segmenting Correlated Objects: A Case Study on Intervertebral Discs in Multi-modality MR Images
    Mader, Alexander O.
    Lorenz, Cristian
    Meyer, Carsten
    MEDICAL IMAGE UNDERSTANDING AND ANALYSIS, MIUA 2019, 2020, 1065 : 364 - 376
  • [48] Early Pattern of Degenerative Changes in Individual Components of Intervertebral Discs in Stressed and Nonstressed Segments of Lumbar Spine An In Vivo Magnetic Resonance Imaging Study
    Sharma, Aseem
    Lancaster, Samantha
    Bagade, Swapnil
    Hildebolt, Charles
    SPINE, 2014, 39 (13) : 1084 - 1090
  • [49] Determination of Hip Joint Contact Pressure from CT or MR Images
    Hornova, Jana
    Daniel, Matej
    INTERNATIONAL CONFERENCE OF THE CZECH SOCIETY OF BIOMECHANICS - HUMAN BIOMECHANICS 2010, 2010, : 115 - 120
  • [50] Automated determination of arterial input function in DCE-MR images of the kidney
    Klepaczko, Artur
    Muszelska, Martyna
    Eikefjord, Eli
    Rorvik, Jarle
    Lundervold, Arvid
    2018 SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS (SPA), 2018, : 280 - 285