首页> 外文会议>International symposium on multispectral image processing and pattern recognition;MIPPR 2009 >An Automatic Method for Measurement of Vertebral Bone Density Based on QCT without an External Reference Phantom
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An Automatic Method for Measurement of Vertebral Bone Density Based on QCT without an External Reference Phantom

机译:基于QCT的无外部参照幻像的椎骨密度自动测量方法

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Purpose:We developed an automatic method for measurement of vertebral bone density based on QCT with the use of internal references(muscle and subcutaneous fat) instead of traditional external phantom.Methods:The automatic multistep approach starts with segmentation of periosteal and endosteal surfaces of spine to define ellipse ROI in cancellous bone followed by segmentation of muscle and subcutaneous fat in the spine image and a subsequent calculation of bone mineral density in ellipse ROI and segmentation trabecular and cortical bone ROI using muscle and subcutaneous fat as internal references.The segmentation approach used a hybrid region-growing method which used local adaptive threshold and morphological operation.Results:We conducted with-phantom and without-phantom measurements by using 94 clinical cases. The doctor manually defined the ellipse ROI in the with-phantom measurement. As for the without-phantom measurement, we use our method to automatically gain the BMD. The Interaclass Correlation Coefficient (ICC) is 0.93. We removed the points whose muscle and fat values are 2 times deviated from the standard deviation. And the calibrated ICC value is 0.999.Conclusion:The without-phantom measurement method is not fit for the patients whose muscle and fat are seriously deviated from the average value. The without-phantom measurement method proposed in this paper can automatically measure the BMD of spine. By accurately segmenting cortical bone and trabecular bone, determining ROI and removing inappropriate data, it is proved that the BMD measurement result by this method is highly consistent with that by with-phantom method.
机译:目的:我们开发了一种基于QCT的自动测量椎骨密度的方法,该方法使用内部参考(肌肉和皮下脂肪)代替传统的外部体模。 方法:自动多步骤方法首先分割脊柱的骨膜和骨内膜表面,以定义松质骨中的椭圆ROI,然后分割脊柱图像中的肌肉和皮下脂肪,然后计算椭圆ROI中的骨矿物质密度,然后再分割小梁和小梁。使用肌肉和皮下脂肪作为内部参考的皮质骨ROI。 分割方法使用混合区域生长方法,该方法使用局部自适应阈值和形态学运算。 结果:我们对94例临床病例进行了幻像和无幻像测量。医生在幻像测量中手动定义椭圆ROI。对于无幻像测量,我们使用我们的方法自动获取BMD。类间相关系数(ICC)为0.93。我们删除了肌肉和脂肪值偏离标准偏差2倍的点。校准后的ICC值为0.999。 结论:无幻像测量方法不适用于肌肉和脂肪严重偏离平均值的患者。本文提出的无模型测量方法可以自动测量脊柱的骨密度。通过对皮质骨和小梁骨进行准确的分割,确定ROI并去除不适当的数据,证明了该方法的BMD测量结果与带幻象法的测量结果高度一致。

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