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Respiratory motion compensation algorithm of ultrasound hepatic perfusion data acquired in free-breathing

机译:自由呼吸中获取的超声肝灌注数据的呼吸运动补偿算法

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Images acquired in free breathing using contrast enhanced ultrasound exhibit a periodic motion that needs to be compensated for if a further accurate quantification of the hepatic perfusion analysis is to be executed. In this work, we present an algorithm to compensate the respiratory motion by effectively combining the PCA (Principal Component Analysis) method and block matching method. The respiratory kinetics of the ultrasound hepatic perfusion image sequences was firstly extracted using the PCA method. Then, the optimal phase of the obtained respiratory kinetics was detected after normalizing the motion amplitude and determining the image subsequences of the original image sequences. The image subsequences were registered by the block matching method using cross-correlation as the similarity. Finally, the motion-compensated contrast images can be acquired by using the position mapping and the algorithm was evaluated by comparing the TICs extracted from the original image sequences and compensated image subsequences. Quantitative comparisons demonstrated that the average fitting error estimated of ROIs (region of interest) was reduced from 10.9278 ± 6.2756 to 5.1644 ± 3.3431 after compensating.
机译:如果要对肝脏灌注分析进行更精确的量化,则使用对比增强超声在自由呼吸中采集的图像表现出周期性运动,需要对其进行补偿。在这项工作中,我们提出了一种通过有效地结合PCA(主成分分析)方法和块匹配方法来补偿呼吸运动的算法。首先使用PCA方法提取超声肝灌注图像序列的呼吸动力学。然后,在对运动幅度进行归一化并确定原始图像序列的图像子序列之后,检测获得的呼吸动力学的最佳相位。图像子序列通过使用互相关作为相似度的块匹配方法进行配准。最后,可以通过使用位置映射来获取运动补偿的对比图像,并通过比较从原始图像序列和补偿后的图像子序列中提取的TIC来评估算法。定量比较表明,补偿后估计的ROI(感兴趣区域)的平均拟合误差从10.9278±6.2756降低到5.1644±3.3431。

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