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Super-Resolution in Digital Breast Tomosynthesis: Limitations of the Conventional System Design and Strategies for Optimization

机译:数字化乳房断层合成中的超分辨率:常规系统设计的局限性和优化策略

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Our previous work explored the use of super-resolution as a way to improve the visibility of calcifications in digital breast tomosynthesis. This paper demonstrates that there are anisotropies in super-resolution throughout the reconstruction, and investigates new motion paths for the x-ray tube to suppress these anisotropies. We used a theoretical model of a sinusoidal test object to demonstrate the existence of the anisotropies. In addition, high-frequency-test objects were simulated with virtual clinical trial (VCT) software developed for breast imaging. The simulated objects include a lead bar pattern phantom as well as punctate calcifications in a breast-like background. In a conventional acquisition geometry in which the source motion is directed laterally, we found that super-resolution is not achievable if the frequency is oriented in the perpendicular direction (posteroanteriorly). Also, there are positions, corresponding to various slices above the breast support, at which super-resolution is inherently not achievable. The existence of these anisotropies was validated with VCT simulations. At locations predicted by theoretical modeling, the bar pattern phantom showed aliasing, and the spacing between individual calcifications was not properly resolved. To show that super-resolution can be optimized by re-designing the acquisition geometry, we applied our theoretical model to the analysis of new motion paths for the x-ray tube; specifically, motions with more degrees of freedom and with more rapid pulsing (submillimeter spacing) between source positions. These two strategies can be used in combination to suppress the anisotropies in super-resolution.
机译:我们以前的工作探索了使用超分辨率作为一种方法来提高数字化乳房断层合成中钙化的可见性的方法。本文证明了在整个重建过程中都存在超分辨率的各向异性,并研究了X射线管抑制这些各向异性的新运动路径。我们使用正弦测试对象的理论模型来证明各向异性的存在。此外,高频测试对象还通过为乳房成像开发的虚拟临床试验(VCT)软件进行了模拟。模拟对象包括一个铅条状模型幻影以及乳腺状背景中的点状钙化。在其中源运动横向定向的常规采集几何结构中,我们发现,如果频率沿垂直方向(后向)定向,则无法实现超分辨率。而且,存在对应于乳房支撑上方的各个切片的位置,在该位置处固有地无法实现超分辨率。这些各向异性的存在已通过VCT仿真得到了验证。在通过理论模型预测的位置上,条状模型幻影显示出混叠,并且各个钙化之间的间距未得到正确解析。为了表明可以通过重新设计采集几何结构来优化超分辨率,我们将理论模型应用于X射线管新运动路径的分析;具体而言,源位置之间的运动具有更大的自由度和更快速的脉冲(亚毫米间距)。可以组合使用这两种策略来抑制超分辨率中的各向异性。

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