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Cardiac Strain Imaging with Dynamically Skipped Frames: A Simulation Study

机译:动态跳帧的心脏应变成像:模拟研究

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Accurate lateral displacement estimation is a critical requirement to reliably use cardiac strain imaging for myocardial health or carotid strain imaging to assess atherosclerosis. Estimation of small lateral displacements are challenging even with 2-D kernels. We investigate the feasibility of using a dynamic frame skip (DFS) approach to improve lateral strain estimation for cardiac and carotid strain imaging. DFS automatically determines the optimal frame skip using axial strain information estimated during displacement tracking. We incorporated DFS into a hierarchical Bayesian regularization based displacement tracking method for cardiac and carotid strain imaging. A finite element analysis (FEA) model of canine cardiac deformation was utilized to quantify estimation performance with DFS and compare against conventional inter-frame displacement (CFS) approach. DFS displacement and strain temporal curves showed improved qualitative agreement with FEA ground truth compared to CFS results. Consequently, DFS had lower strain total temporal relative (TTR) strain errors (TTRaxial= 18.37 %, TTRlateral= 29.91 %, TTRradial = 17.32 %, and TTRlongitudinal = 14.51 %) compared to CFS (TTRaxial= 22.39 %, TTRlateral = 30.88 %, TTRradial = 22.35 %, and TTRlongitudinal= 15.87 %). These results show that DFS can potentially improve cardiac strain estimation quality.
机译:准确的横向位移估计是可靠地使用心脏应变成像进行心肌健康或使用颈动脉应变成像评估动脉粥样硬化的关键要求。即使使用2-D内核,估计较小的横向位移也是具有挑战性的。我们调查了使用动态跳帧(DFS)方法来改善心脏和颈动脉应变成像的侧向应变估计的可行性。 DFS使用位移跟踪过程中估计的轴向应变信息自动确定最佳跳帧。我们将DFS纳入基于贝叶斯正则化的层次结构,用于心脏和颈动脉应变成像的位移跟踪方法。利用犬心脏变形的有限元分析(FEA)模型来量化DFS的估算性能,并与常规帧间位移(CFS)方法进行比较。与CFS结果相比,DFS位移和应变时间曲线显示出与FEA地面真实性更好的定性一致性。因此,DFS具有较低的应变总时间相对(TTR)应变误差(TTR 轴向 = 18.37%,TTR 侧面 = 29.91%,TTR 径向 = 17.32%,TTR 纵向 = 14.51%),而CFS(TTR 轴向 = 22.39%,TTR 侧面 = 30.88%,TTR 径向 = 22.35%,TTR 纵向 = 15.87%)。这些结果表明,DFS可以潜在地改善心脏应变估计质量。

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