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Respiratory motion correction in gated cardiac SPECT using quaternion-based rigid-body registration

机译:使用基于四元数的刚体配准对门控心脏SPECT中的呼吸运动进行校正

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摘要

In this article, a new method is introduced for estimating the motion of the heart due to respiration in gated cardiac SPECT using a rigid-body model with rotation parametrized by a unit quaternion. The method is based on minimizing the sum of squared errors between the reference and the deformed frames resulting from the usual optical flow constraint by using an optimized conjugate gradient routine. This method does not require any user-defined parameters or penalty terms, which simplifies its use in a clinical setting. Using a mathematical phantom, the method was quantitatively compared to the principal axis method, as well as an iterative method in which the rotation matrix was represented by Euler angles. The quaternion-based method was shown to be substantially more accurate and robust across a wide range of extramyocardial activity levels than the principal axis method. Compared with the Euler angle representation, the quaternion-based method resulted in similar accuracy but a significant reduction in computation times. Finally, the quaternion-based method was investigated using a respiratory-gated cardiac SPECT acquisition of a human subject. The motion-corrected image has increased sharpness and myocardial uniformity compared to the uncorrected image.
机译:在本文中,介绍了一种新方法,该方法使用具有单位四元数参数化旋转的刚体模型来估计门控心脏SPECT中由于呼吸引起的心脏运动。该方法的基础是,通过使用优化的共轭梯度例程,使参考光和变形帧之间的平方误差之和最小,该误差是由通常的光流约束引起的。此方法不需要任何用户定义的参数或罚款条款,从而简化了其在临床环境中的使用。使用数学模型,将该方法定量地与主轴方法以及以欧拉角表示旋转矩阵的迭代方法进行了比较。与主轴法相比,基于四元数的方法在广泛的心肌外活动水平上显示出更准确,更可靠的方法。与欧拉角表示法相比,基于四元数的方法具有相似的精度,但是大大减少了计算时间。最后,基于四元数的方法使用人类受试者的呼吸门控心脏SPECT采集进行了研究。与未经校正的图像相比,经运动校正的图像具有更高的清晰度和心肌均匀性。

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