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一种用于牙科 CT 成像中运动伪影校正的头部运动估计算法。

A head motion estimation algorithm for motion artifact correction in dental CT imaging.

机构信息

Department of Biomedical Engineering, Kyung Hee University, Yongin, Republic of Korea.

出版信息

Phys Med Biol. 2018 Mar 21;63(6):065014. doi: 10.1088/1361-6560/aab17e.

Abstract

A small head motion of the patient can compromise the image quality in a dental CT, in which a slow cone-beam scan is adopted. We introduce a retrospective head motion estimation method by which we can estimate the motion waveform from the projection images without employing any external motion monitoring devices. We compute the cross-correlation between every two successive projection images, which results in a sinusoid-like displacement curve over the projection view when there is no patient motion. However, the displacement curve deviates from the sinusoid-like form when patient motion occurs. We develop a method to estimate the motion waveform with a single parameter derived from the displacement curve with aid of image entropy minimization. To verify the motion estimation method, we use a lab-built micro-CT that can emulate major head motions during dental CT scans, such as tilting and nodding, in a controlled way. We find that the estimated motion waveform conforms well to the actual motion waveform. To further verify the motion estimation method, we correct the motion artifacts with the estimated motion waveform. After motion artifact correction, the corrected images look almost identical to the reference images, with structural similarity index values greater than 0.81 in the phantom and rat imaging studies.

摘要

在采用慢速锥形束扫描的牙科 CT 中,患者的轻微头部运动会影响图像质量。我们引入了一种回顾性头部运动估计方法,无需使用任何外部运动监测设备,即可通过投影图像来估计运动波形。我们计算每对连续投影图像之间的互相关,当没有患者运动时,会在投影视图上得到类似于正弦的位移曲线。但是,当发生患者运动时,位移曲线会偏离正弦形式。我们开发了一种使用源自位移曲线的单个参数来估计运动波形的方法,借助图像熵最小化。为了验证运动估计方法,我们使用实验室构建的微 CT 以可控的方式模拟牙科 CT 扫描期间的主要头部运动,例如倾斜和点头。我们发现,估计的运动波形与实际运动波形吻合良好。为了进一步验证运动估计方法,我们使用估计的运动波形校正运动伪影。校正运动伪影后,校正后的图像与参考图像几乎相同,在体模和大鼠成像研究中结构相似性指数值大于 0.81。

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