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Detecting breast microcalcifications using super-resolution and wave equation ultrasound imaging: A numerical phantom study

机译:使用超分辨率和波动方程超声成像检测乳房微钙化:数值幻影研究

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Ultrasound image resolution and quality need to be significantly improved for breast microcalcification detection. Super-resolution imaging with the factorization method has recently been developed as a promising tool to break through the resolution limit of conventional imaging. In addition, wave-equation reflection imaging has become an effective method to reduce image speckles by properly handling ultrasound scattering/diffraction from breast heterogeneities during image reconstruction. We explore the capabilities of a novel super-resolution ultrasound imaging method and a wave-equation reflection imaging scheme for detecting breast microcalcifications. Super-resolution imaging uses the singular value decomposition and a factorization scheme to achieve an image resolution that is not possible for conventional ultrasound imaging. Wave-equation reflection imaging employs a solution to the acoustic-wave equation in heterogeneous media to backpropagate ultrasound scattering/diffraction waves to scatters and reconstruct images of heterogeneities. We construct numerical breast phantoms using in vivo breast images, and use a finite-difference wave-equation scheme to generate ultrasound data scattered from inclusions that mimic microcalcifications. We demonstrate that microcalcifications can be detected at full spatial resolution using the super-resolution ultrasound imaging and wave-equation reflection imaging methods.
机译:超声图像分辨率和质量需要显着改善乳房微钙化检测。最近,具有分解方法的超分辨率成像作为突破传统成像的分辨率限制的有希望的工具。此外,波浪方程反射成像已经成为通过在图像重建期间从乳房异质性的超声波散射/衍射来减少图像斑点的有效方法。我们探讨了一种用于检测乳房微钙化的新型超分辨率超声成像方法和波动方程反射成像方案的能力。超分辨率成像使用奇异值分解和分解方案来实现传统超声成像不可能的图像分辨率。波浪方程反射成像采用异质介质中的声波方程的解决方案,以将超声波散射/衍射波的反向散射和重建异质性的图像。我们在体内乳房图像中构建数值乳房幻像,并使用有限差异波动方案来产生从模拟微钙化的夹杂物散射的超声数据。我们证明可以使用超分辨率超声成像和波浪方程反射成像方法以完全空间分辨率检测微透析。

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