• Home
  • Search
  • Computational techniques to segment and classify lumbar compression fractures.
  • Cite Icon26
  • https://doi.org/10.1007/s11547-020-01145-7Copy DOI Icon

Computational techniques to segment and classify lumbar compression fractures.

Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Vertebral fractures are important indicators of osteoporosis. Fractures with partial collapse of vertebral bodies are referred to as vertebral compression fractures (VCFs) that are usually non-traumatic in nature. Some common causes of VCFs are trauma, bone failure related to osteoporosis (benign) and metastatic cancer (malignant). This paper aims at developing a system for computer-aided diagnosis to help in the detection, labeling and segmentation of lumbar vertebral body (VB) and to further classify each VB into normal, malignant and benign VCFs. After the initial preprocessing, morphological, shape and angular features are used in the detection, labeling and segmentation steps. Various shape and statistical texture features are extracted from the segmented VB and are fed to the classifier for the final decision. The segmentation and classification results obtained were compared with the ground truth manual segmentation of the lumbar VB and the decision labels of the fractures provided by the experts. The dice similarity coefficient (DSC) for segmentation reached up to 94.27%, and the classification results show that shape and texture features together are able to correctly classify with an accuracy rate of 95.34%. The final outcomes are expected to be useful in the analysis of vertebral compression fractures.

Similar Papers
  • Research Article
  • Citations103

Prevalence of Vertebral Compression Fractures on Routine CT Scans According to L1 Trabecular Attenuation: Determining Relevant Thresholds for Opportunistic Osteoporosis Screening.

  • Jun 22, 2017
  • American Journal of Roentgenology
  • Peter M Graffy +3
  • Research Article
  • Citations117

Lateral vertebral assessment: a valuable technique to detect clinically significant vertebral fractures

  • Apr 15, 2005
  • Osteoporosis International
  • Neil Binkley +4
  • Research Article

Risk factors analysis on degenerative scoliosis patients with osteoporotic vertebral compression fracture

  • Apr 10, 2017
  • Central Plains Medical Journal
  • Chen Chen
  • Research Article
  • Citations25

New Levels of Vertebral Compression Fractures after Percutaneous Kyphoplasty: Retrospective Analysis of Styles and Risk Factors

  • Nov 14, 2015
  • Pain Physician
  • Shuanglin Wan
  • PDF
  • Research Article
  • Citations3

��������������� ����� � ��������������� ���������� ��� ��������� (�� ������� C����-����������)

  • Dec 01, 2019
  • Genij Ortopedii
  • A.G Baindurashvili +3
  • Research Article
  • Citations82

Height restoration of osteoporotic vertebral compression fractures using different intravertebral reduction devices: a cadaveric study

  • Nov 05, 2013
  • The Spine Journal
  • Antonio Krüger +6
  • Research Article

Risk factors of new vertebral fractures after percutaneous vertebroplasty for osteoporotic vertebral compression fractures

  • Nov 15, 2016
  • Chinese Journal of Trauma
  • Yi Liu +2
  • Research Article
  • Citations29

Reduced leg muscle mass and lower grip strength in women are associated with osteoporotic vertebral compression fractures.

  • Nov 23, 2019
  • Archives of Osteoporosis
  • Yawara Eguchi +23
  • PDF
  • Research Article

Magnetic Resonance Imaging (MRI) ‎based scoring system to differentiate ‎solitary osteoporotic from malignant ‎vertebral compression fractures

  • Jul 01, 2025
  • Iraqi Postgraduate Medical Journal
  • Mohammed Kadhim +1
  • Research Article

Use of single and bilateral vertebroplasty and kyphoplasty for severe osteoporotic vertebral compression fracture

  • Aug 15, 2017
  • Junfeng Lian +3
  • Research Article
  • Citations158

Biomechanical Comparison of Unipedicular Versus Bipedicular Kyphoplasty

  • Jan 01, 2005
  • Spine
  • John Steinmann +3
  • Research Article
  • Citations55

Comparison of MR imaging and FDG-PET/CT in the differential diagnosis of benign and malignant vertebral compression fractures

  • Jan 07, 2011
  • Journal of Neurosurgery: Spine
  • Won-Ik Cho +1
  • Research Article
  • Citations5

Effectiveness and Safety of Vertebral Body Stenting for Acute Spinal Compression Fractures due to Primary Osteoporosis: A Multicenter Prospective Clinical Study

  • Jul 27, 2024
  • Spine Surgery and Related Research
  • Ryuichi Takemasa +10
  • PDF
  • Research Article
  • Citations16

Kinetic of bone turnover markers after osteoporotic vertebral compression fractures in postmenopausal female

  • Dec 01, 2018
  • Journal of Orthopaedic Surgery and Research
  • Changyu Pan +4
  • Research Article
  • Citations72

Shape, texture and statistical features for classification of benign and malignant vertebral compression fractures in magnetic resonance images

  • Apr 12, 2016
  • Computers in Biology and Medicine
  • Lucas Frighetto-Pereira +4
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.