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利用改良的 PG 方法在锥形束乳腺 CT 中增强乳腺钙化的可视化和检测。

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

机构信息

Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY, USA.

出版信息

J Xray Sci Technol. 2012;20(1):107-20. doi: 10.3233/XST-2012-0322.

Abstract

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.

摘要

锥形束乳腺 CT 是一种很有前途的乳腺成像诊断方式。它各向同性的 3D 空间分辨率增强了对乳房微钙化的特征描述,而这些微钙化在乳房 X 光摄影中可能不容易分辨。然而,由于剂量水平的考虑,进一步增强锥形束乳腺 CT 图像中钙化的可视化效果是有益的,这些钙化可能会被噪声掩盖。在这项工作中,修改了 Papoulis-Gerchberg 方法并将其应用于锥形束乳腺 CT 图像中,以改善钙化的可视化和可检测性。首先,对在扫描过程中获得的投影进行了修改和应用;通过测量调制传递函数和噪声功率谱来分析该方法对重建图像的影响。其次,使用该技术对不同剂量水平采集的锥形束乳腺 CT 图像进行预处理,以增强钙化的可视化效果。最后,利用计算机辅助诊断算法评估了该方法提高钙化可检测性的效果。结果表明,该技术可以通过提高调制传递函数,同时轻微增加噪声水平,有效地改善图像质量。因此,在锥形束乳腺 CT 图像中,钙化的可视化和可检测性得到了改善。该技术还被证明可以在不降低钙化可视化和可检测性的情况下,减少 X 射线剂量。

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