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Investigating the impact of spatial priors on the performance of model-based IVUS elastography.

机译:研究空间先验对基于模型的IVUS弹性成像性能的影响。

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This paper describes methods that provide pre-requisite information for computing circumferential stress in modulus elastograms recovered from vascular tissue-information that could help cardiologists detect life-threatening plaques and predict their propensity to rupture. The modulus recovery process is an ill-posed problem; therefore, additional information is needed to provide useful elastograms. In this work, prior geometrical information was used to impose hard or soft constraints on the reconstruction process. We conducted simulation and phantom studies to evaluate and compare modulus elastograms computed with soft and hard constraints versus those computed without any prior information. The results revealed that (1) the contrast-to-noise ratio of modulus elastograms achieved using the soft prior and hard prior reconstruction methods exceeded those computed without any prior information; (2) the soft prior and hard prior reconstruction methods could tolerate up to 8% measurement noise, and (3) the performance of soft and hard prior modulus elastograms degraded when incomplete spatial priors were employed. This work demonstrates that including spatial priors in the reconstruction process should improve the performance of model-based elastography, and the soft prior approach should enhance the robustness of the reconstruction process to errors in the geometrical information.
机译:本文介绍了一些方法,这些方法为计算从血管组织信息中恢复的弹性模量图中的周向应力提供了必要的信息,这些信息可以帮助心脏病专家检测威胁生命的斑块并预测其破裂的倾向。模量恢复过程是一个不适的问题。因此,需要其他信息来提供有用的弹性图。在这项工作中,先前的几何信息用于对重建过程施加硬约束或软约束。我们进行了仿真和幻像研究,以评估和比较使用软约束和硬约束与没有任何先验信息而计算出的模量弹性图。结果表明:(1)使用软先验和硬先验重建方法获得的模量弹性图的对比噪声比超过了没有任何先验信息的情况; (2)软先验和硬先验重建方法最多可以承受8%的测量噪声,(3)当使用不完整的空间先验时,软先验模量和硬先验模量弹性图的性能会下降。这项工作表明,在重建过程中包括空间先验可提高基于模型的弹性成像的性能,而软先验方法应可增强重建过程对几何信息错误的鲁棒性。

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