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研究数字乳腺断层合成中的超分辨率潜力。

Investigating the Potential for Super-Resolution in Digital Breast Tomosynthesis.

作者信息

Acciavatti Raymond J, Maidment Andrew D A

机构信息

University of Pennsylvania, Department of Radiology, 3400 Spruce St., Philadelphia PA 19104.

出版信息

Proc SPIE Int Soc Opt Eng. 2011 Feb;7961. doi: 10.1117/12.878845. Epub 2011 Mar 16.

DOI:10.1117/12.878845
PMID:38846530
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11155522/
Abstract

Digital breast tomosynthesis (DBT) is an emerging 3D x-ray imaging modality in which tomographic sections of the breast are generated from a limited range of tube angles. Because non-normal x-ray incidence causes the image of an object to be translated in sub-pixel increments with increasing projection angle, it is demonstrated in this work that DBT is capable of super-resolution (.., sub-pixel resolution). The feasibility of super-resolution is shown with a commercial DBT system using a bar pattern phantom. In addition, a framework for investigating super-resolution analytically is proposed by calculating the reconstruction profile for a sine input whose frequency is greater than the alias frequency of the detector. To study the frequency spectrum of the reconstruction, its continuous Fourier transform is also calculated. It is shown that the central projection cannot properly resolve frequencies higher than the alias frequency of the detector. Instead, the central projection represents a high frequency signal as if it were a lower frequency signal. The Fourier transform of the central projection is maximized at this lower frequency and has considerable spectral leakage as evidence of aliasing. By contrast, simple backprojection can be used to image high frequencies properly. The Fourier transform of simple backprojection is correctly maximized at the input frequency. Adding filters to the simple backprojection reconstruction smoothens pixelation artifacts, and reduces spectral leakage found in the frequency spectrum. In conclusion, this work demonstrates the feasibility of super-resolution in DBT experimentally and provides a framework for characterizing its presence analytically.

摘要

数字乳腺断层合成(DBT)是一种新兴的三维X射线成像模态,它通过有限范围的管角度生成乳腺的断层图像。由于非垂直X射线入射会使物体的图像随着投影角度的增加以亚像素增量进行平移,本研究表明DBT能够实现超分辨率(即亚像素分辨率)。使用条形图案体模的商用DBT系统展示了超分辨率的可行性。此外,通过计算频率大于探测器混叠频率的正弦输入的重建轮廓,提出了一种用于分析研究超分辨率的框架。为了研究重建的频谱,还计算了其连续傅里叶变换。结果表明,中心投影无法正确分辨高于探测器混叠频率的频率。相反,中心投影将高频信号表示为低频信号。中心投影的傅里叶变换在这个较低频率处达到最大值,并且有相当大的频谱泄漏作为混叠的证据。相比之下,简单反投影可用于正确成像高频。简单反投影的傅里叶变换在输入频率处正确达到最大值。在简单反投影重建中添加滤波器可平滑像素化伪影,并减少频谱中发现的频谱泄漏。总之,这项工作通过实验证明了DBT中超分辨率的可行性,并提供了一个用于分析表征其存在的框架。

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Med Phys. 2010 Dec;37(12):6480-95. doi: 10.1118/1.3505014.
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Three-dimensional linear system analysis for breast tomosynthesis.乳腺断层合成的三维线性系统分析
Med Phys. 2008 Dec;35(12):5219-32. doi: 10.1118/1.2996014.
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Resolution at oblique incidence angles of a flat panel imager for breast tomosynthesis.乳腺断层合成平板探测器在斜入射角下的分辨率
基于线的断层合成系统迭代几何校准方法。
Med Phys. 2024 Apr;51(4):2444-2460. doi: 10.1002/mp.16981. Epub 2024 Feb 23.
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Proposing Rapid Source Pulsing for Improved Super-Resolution in Digital Breast Tomosynthesis.提出用于改善数字乳腺断层合成中超高分辨率的快速源脉冲技术。
Proc SPIE Int Soc Opt Eng. 2020 Feb;11312. doi: 10.1117/12.2542551. Epub 2020 Mar 16.
5
Super-Resolution in Digital Breast Tomosynthesis: Limitations of the Conventional System Design and Strategies for Optimization.数字乳腺断层合成中的超分辨率:传统系统设计的局限性及优化策略
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