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Quasi-automatic 3D reconstruction of the full spine from low-dose biplanar X-rays based on statistical inferences and image analysis

机译:基于统计推论和图像分析的低剂量双X射线的Quasi自动三维重建全脊柱

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To design a quasi-automated three-dimensional reconstruction method of the spine from biplanar X-rays as the daily used method in clinical routine is based on manual adjustments of a trained operator and the reconstruction time is more than 10min per patient. The proposed method of 3D reconstruction of the spine (C3 L5) relies first on a new manual input strategy designed to fit clinicians skills. Then, a parametric model of the spine is computed using statistical inferences, image analysis techniques and fast manual rigid registration. An agreement study with the clinically used method on a cohort of 57 adolescent scoliotic subjects has shown that both methods have similar performance on vertebral body position and axial rotation (null bias in both cases and standard deviation of signed differences of 1mm and 3.5 around, respectively). In average, the solution could be computed in less than 5min of operator time, even for severe scoliosis. The proposed method allows fast and accurate 3D reconstruction of the spine for wide clinical applications and represents a significant step towards full automatization of 3D reconstruction of the spine. Moreover, it is to the best of our knowledge the first method including also the cervical spine. These slides can be retrieved under electronic supplementary material.
机译:根据临床常规中的每日使用方法,从双向X射线设计脊柱的准自动化三维重建方法,基于培训的操作员的手动调整,并且每个患者重建时间超过10分钟。脊柱的3D重建的提出方法(C3 L5)首先依赖于旨在适合临床医生技能的新手动输入策略。然后,使用统计推广,图像分析技术和快速手动刚性登记来计算脊柱的参数模型。在57名青少年脊柱菌对象队列的临床使用方法中研究表明,两种方法在椎体位置和轴向旋转上具有相似的性能(两种情况下零偏差,分别为1mm和3.5的标准差异。 )。平均而言,即使对于严重的脊柱侧凸,均可在少于5分钟的操作员时间的情况下计算。该方法允许广泛的临床应用的快速准确地重建脊柱,并代表了朝向脊柱三维重建自动化的重要一步。此外,据我们所知,第一种方法包括颈椎。这些幻灯片可以在电子补充材料下检索。

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