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Enhancement of breast calcification visualization and detection using a modified PG method in Cone Beam Breast CT

机译:改进的PG方法在锥形束乳腺CT中增强乳房钙化的可视化和检测

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摘要

Cone Beam Breast CT is a promising diagnostic modality in breast imaging. Its isotropic 3D spatial resolution enhances the characterization of micro-calcifications in breasts that might not be easily distinguishable in mammography. However, due to dose level considerations, it is beneficial to further enhance the visualization of calcifications in Cone Beam Breast CT images that might be masked by noise. In this work, the Papoulis-Gerchberg method was modified and implemented in Cone Beam Breast CT images to improve the visualization and detectability of calcifications. First, the PG method was modified and applied to the projections acquired during the scanning process; its effects on the reconstructed images were analyzed by measuring the Modulation Transfer Function and the Noise Power Spectrum. Second, Cone Beam Breast CT images acquired at different dose levels were pre-processed using this technique to enhance the visualization of calcification. Finally, a computer-aided diagnostic algorithm was utilized to evaluate the efficacy of this method to improve calcification detectability. The results demonstrated that this technique can effectively improve image quality by improving the Modulation Transfer Function with a minor increase in noise level. Consequently, the visualization and detectability of calcifications were improved in Cone Beam Breast CT images. This technique was also proved to be useful in reducing the X-ray dose without degrading visualization and detectability of calcifications.
机译:锥形束乳腺CT是一种在乳腺成像中很有前途的诊断方法。其各向同性的3D空间分辨率增强了乳房中微钙化的特征,这在乳腺X线照相术中可能难以区分。但是,由于剂量水平的考虑,进一步增强可能被噪声掩盖的锥形束乳腺CT图像中钙化的可视化是有益的。在这项工作中,对Papoulis-Gerchberg方法进行了修改,并在锥形束胸部CT图像中实施,以提高钙化的可视化和可检测性。首先,修改了PG方法并将其应用于扫描过程中获取的投影;通过测量调制传递函数和噪声功率谱来分析其对重建图像的影响。其次,使用该技术对以不同剂量水平采集的锥束乳腺CT图像进行预处理,以增强钙化的可视化。最后,利用计算机辅助诊断算法评估该方法改善钙化可检测性的功效。结果表明,该技术可以通过改善调制传递函数并在噪声水平稍有提高的情况下有效地改善图像质量。因此,锥束乳腺CT图像中钙化的可视化和可检测性得到了改善。事实证明,该技术可用于减少X射线剂量而不会降低可视化和钙化的可检测性。

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