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Automatic tracking of cervical spine using fluoroscopic sequences

机译:使用荧光透视序列自动跟踪颈椎

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摘要

In this paper an automatic tracking approach is proposed for the measurement of the cervical spine using Kanade-Lucas-Tomasi (KLT) feature tracking algorithm through fluoroscopic sequences. Previous research related to cervical vertebrae shows that abnormalities in the cervical vertebrae structures may affect the movement of the cervical spine. The aim of this paper is to automate the detection of range of movement in a lateral view of the spine during a flexion-extension cycle. The parameters analyzed were translation and in-plane rotation of the individual vertebrae. For analysis of these parameters, fluoroscopic recordings of three individuals were used. The algorithm marked landmarks on first frame, considered them as reference position and extracted translation and rotation of these vertebrae landmarks in the successive frames using Harris corner detector and use link motion vector for trajectory. Manual selection of vertebrae C3 to C6 (annotated data) were used for the validation of the proposed algorithm. The automated results are very close and uniform to the manual selection.
机译:本文提出了一种自动跟踪方法,用于通过透视序列使用Kanade-Lucas-Tomasi(KLT)特征跟踪算法来测量颈椎。先前有关颈椎的研究表明,颈椎结构的异常可能会影响颈椎的运动。本文的目的是在屈伸周期中自动检测脊柱侧视图中的运动范围。分析的参数是单个椎骨的平移和平面内旋转。为了分析这些参数,使用了三个人的荧光透视记录。该算法在第一帧上标记了地标,将其视为参考位置,并使用哈里斯角检测器提取了这些椎骨地标在连续帧中的平移和旋转,并将链接运动矢量用于轨迹。手动选择椎骨C3至C6(带注释的数据)用于验证所提出的算法。自动化结果与手动选择非常接近且一致。

著录项

  • 来源
  • 会议地点 London(GB)
  • 作者单位

    Department of Computer Engineering, College of Electrical and Mechanical Engineering, National University of Sciences Technology (NUST), Islamabad, Pakistan;

    Department of Computer Engineering, College of Electrical and Mechanical Engineering, National University of Sciences Technology (NUST), Islamabad, Pakistan;

    Department of Computer Engineering, College of Electrical and Mechanical Engineering, National University of Sciences Technology (NUST), Islamabad, Pakistan;

    Department of Computer Engineering, College of Electrical and Mechanical Engineering, National University of Sciences Technology (NUST), Islamabad, Pakistan;

    Centre for Chiropractic Research, New Zealand College of Chiropractic Auckland, New Zealand;

    Centre for Chiropractic Research, New Zealand College of Chiropractic Auckland, New Zealand;

    Centre for Chiropractic Research, New Zealand College of Chiropractic Auckland, New Zealand;

    Centre for Chiropractic Research, New Zealand College of Chiropractic Auckland, New Zealand;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Manuals; Tracking; Motion segmentation; Intelligent systems; Feature extraction; Spine; Transforms;

    机译:手册;跟踪;运动分割;智能系统;特征提取;脊柱;变换;;

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