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使用投影矩阵的数字断层合成系统的几何校准方法的灵敏度分析。

Sensitivity analysis of a geometric calibration method using projection matrices for digital tomosynthesis systems.

机构信息

Department of Radiology, Division of Diagnostic Imaging Physics, Massachusetts General Hospital, Boston, Massachusetts 02114, USA.

出版信息

Med Phys. 2011 Jan;38(1):202-9. doi: 10.1118/1.3524221.

Abstract

PURPOSE

To study the sensitivity of a geometric calibration method using projection matrices for digital tomosynthesis systems.

METHODS

A generic geometric calibration method for tomographic imaging systems has been presented in our previous work. The method involves a scan of a calibration phantom with multiple markers. Their locations in projection images are detected and are associated with their 3D coordinates to compute 3 x 4 projection matrices, which can be used in subsequent image reconstruction. The accuracy of geometric calibration may be affected by errors in the input data of marker positions. The effects of errors may depend on the number of markers and the volume surrounded by them in 3D space. This work analyzed the sensitivity of the calibration method to the above factors. A 6 cm CIRS breast research phantom and a prototype breast tomosynthesis system were used for our tests. A high contrast ring and two small speck groups were reconstructed in various testing cases for comparison. To achieve quantitative assessment, a 15 x 15 point detection mask was adopted for detecting signals and for computing changes between testing cases and the regular geometric calibration.

RESULTS

When 3D coordinates and 2D projections of markers were accurate, all tested numbers of markers, 6-44, provided similar high quality reconstructions of the ring and the two speck groups. Errors in marker positions resulted in image degradations and signal changes, which increased with fewer markers and smaller volume surrounded by markers in the 3D object space. Signal changes of small specks were more significant than those of the ring. Errors in marker projections produced drastic image degradations. Coplanar marker placement caused a failure in projection matrix computation.

CONCLUSIONS

For practical geometric calibration phantom design, ample markers are desired. They need to have a large volumetric coverage in the 3D space and be far from being coplanar. Precise determination of marker projections on detector planes is crucial for accurate geometric calibration and for small object detection using the reconstructed images.

摘要

目的

研究使用投影矩阵对数字断层合成系统进行几何校准的灵敏度。

方法

我们之前的工作提出了一种用于层析成像系统的通用几何校准方法。该方法涉及使用多个标记物对校准体模进行扫描。在投影图像中检测到它们的位置,并将其与 3D 坐标相关联,以计算 3x4 投影矩阵,这些矩阵可用于后续的图像重建。几何校准的准确性可能会受到标记位置输入数据的误差的影响。误差的影响可能取决于标记的数量和它们在 3D 空间中包围的体积。这项工作分析了校准方法对上述因素的敏感性。使用 6cm CIRS 乳房研究体模和原型乳房断层合成系统进行了我们的测试。在各种测试情况下重建了高对比度环和两个小斑点组进行比较。为了进行定量评估,采用了 15x15 点检测掩模来检测信号,并计算测试案例与常规几何校准之间的变化。

结果

当标记的 3D 坐标和 2D 投影准确时,所有测试的标记数量(6-44)都提供了类似的高质量环和两个斑点组的重建。标记位置的误差导致图像退化和信号变化,随着 3D 对象空间中标记的数量减少和标记包围的体积减小,这些变化会增加。小斑点的信号变化比环的信号变化更显著。标记投影的误差导致图像严重退化。共面标记的放置导致投影矩阵计算失败。

结论

对于实际的几何校准体模设计,需要有足够多的标记。它们需要在 3D 空间中具有大的体积覆盖范围,并且远离共面。在探测器平面上准确确定标记的投影对于准确的几何校准和使用重建图像进行小物体检测至关重要。

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