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二维非线性降噪滤波在心脏成像中的效能:一项初步研究。

The efficacy of 2D, non-linear noise reduction filtering in cardiac imaging: a pilot study.

作者信息

De Geer Jakob, Sandborg Michael, Smedby Örjan, Persson Anders

机构信息

Center for Medical Image Science and Visualization, University of Linköping, Linköping, Sweden.

出版信息

Acta Radiol. 2011 Sep 1;52(7):716-22. doi: 10.1258/ar.2011.100511.

Abstract

BACKGROUND

Computed tomography (CT) is becoming increasingly popular as a non-invasive method for visualizing the coronary arteries but patient radiation doses are still an issue. Postprocessing filters such as 2D adaptive non-linear filters might help to reduce the dose without loss of image quality.

PURPOSE

To investigate whether the use of a 2D, non-linear adaptive noise reduction filter can improve image quality in cardiac computed tomography angiography (CCTA).

MATERIAL AND METHODS

CCTA examinations were performed in 36 clinical patients on a dual source CT using two patient dose levels: maximum dose during diastole and reduced dose (20% of maximum dose) during systole. One full-dose and one reduced-dose image were selected from each of the examinations. The reduced-dose image was duplicated and one copy postprocessed using a 2D non-linear adaptive noise reduction filter, resulting in three images per patient. Image quality was assessed using visual grading with three criteria from the European guidelines for assessment of image quality and two additional criteria regarding the left main artery and the overall image quality. Also, the HU value and its standard deviation were measured in the ascending and descending aorta. Data were analyzed using Visual Grading Regression and paired t-test.

RESULT

For all five criteria, there was a significant (P < 0.01 or better) improvement in perceived image quality when comparing postprocessed low-dose images with low-dose images without noise reduction. Comparing full dose images with postprocessed low-dose images resulted in a considerably larger, significant (P < 0.001) difference. Also, there was a significant reduction of the standard deviation of the HU values in the ascending and descending aorta when comparing postprocessed low-dose images with low-dose images without postprocessing.

CONCLUSION

Even with an 80% dose reduction, there was a significant improvement in the perceived image quality when using a 2D noise-reduction filter, though not approaching the quality of full-dose images. This indicates that cardiac CT examinations could benefit from noise-reducing postprocessing with 2D non-linear adaptive filters.

摘要

背景

计算机断层扫描(CT)作为一种可视化冠状动脉的非侵入性方法正变得越来越流行,但患者的辐射剂量仍然是一个问题。诸如二维自适应非线性滤波器之类的后处理滤波器可能有助于在不损失图像质量的情况下降低剂量。

目的

研究使用二维非线性自适应降噪滤波器是否能改善心脏计算机断层扫描血管造影(CCTA)的图像质量。

材料与方法

对36例临床患者进行双源CT的CCTA检查,采用两种患者剂量水平:舒张期最大剂量和收缩期降低剂量(最大剂量的20%)。从每次检查中选取一张全剂量图像和一张降低剂量图像。复制降低剂量的图像,其中一份副本使用二维非线性自适应降噪滤波器进行后处理,每位患者得到三张图像。使用欧洲图像质量评估指南中的三项标准以及关于左主干动脉和整体图像质量的另外两项标准进行视觉分级评估图像质量。此外,测量升主动脉和降主动脉的HU值及其标准差。使用视觉分级回归和配对t检验分析数据。

结果

对于所有五项标准,将后处理的低剂量图像与未降噪的低剂量图像相比,感知图像质量有显著(P < 0.01或更佳)改善。将全剂量图像与后处理的低剂量图像相比,差异更大且显著(P < 0.001)。此外,将后处理的低剂量图像与未后处理的低剂量图像相比,升主动脉和降主动脉中HU值的标准差有显著降低。

结论

即使剂量降低80%,使用二维降噪滤波器时感知图像质量仍有显著改善,尽管未达到全剂量图像的质量。这表明心脏CT检查可受益于二维非线性自适应滤波器的降噪后处理。

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