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空间滤波X射线荧光透视图像序列中的检测改进。

Detection improvement in spatially filtered x-ray fluoroscopy image sequences.

作者信息

Jabri K N, Wilson D L

机构信息

Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio 44106, USA.

出版信息

J Opt Soc Am A Opt Image Sci Vis. 1999 Mar;16(3):742-9. doi: 10.1364/josaa.16.000742.

Abstract

The effect of spatial noise-reduction filtering on human observer detection of stationary cylinders mimicking arteries, catheters, and guide wires in x-ray fluoroscopy was investigated in both single image frames and image sequences. Ideal edge-preserving spatial filtering was simulated by filtering of the noise before addition of the target cylinder. This allowed us to separate the effect of edge blurring from those of noise reduction and spatial noise correlation. We used three different center-weighted averagers that reduced pixel noise variance by factors of 0.75, 0.50, and 0.25. As compared with no filtering, the effect of filtering on detection in single images was statistically insignificant. This indicated an adverse effect of spatial noise correlation on detection that countered the effect of noise reduction. By comparison, spatial filtering significantly improved detection in image sequences and yielded potential x-ray dose savings of 26-34%. Comparison of results with two observer models suggested that human observers have an improved detection efficiency in spatially filtered image sequences as compared with white-noise sequences. Pixel noise reduction, a measure commonly used to assess filter performance, overestimated the effect of filtering on detection and was not a good indicator of image quality. We conclude that edge-preserving spatial filtering is more effective in sequences than in single images and that such filtering can be used to improve image quality in noisy image sequences such as x-ray fluoroscopy.

摘要

在单幅图像帧和图像序列中,研究了空间降噪滤波对人类观察者在X射线荧光透视中检测模拟动脉、导管和导丝的静止圆柱体的影响。通过在添加目标圆柱体之前对噪声进行滤波,模拟了理想的边缘保留空间滤波。这使我们能够将边缘模糊的影响与降噪和空间噪声相关性的影响区分开来。我们使用了三种不同的中心加权平均器,它们将像素噪声方差降低了0.75、0.50和0.25倍。与未滤波相比,滤波对单幅图像中检测的影响在统计学上不显著。这表明空间噪声相关性对检测有不利影响,抵消了降噪的效果。相比之下,空间滤波显著提高了图像序列中的检测效果,并潜在地节省了26%-34%的X射线剂量。将结果与两种观察者模型进行比较表明,与白噪声序列相比,人类观察者在空间滤波后的图像序列中具有更高的检测效率。像素降噪是一种常用的评估滤波器性能的指标,它高估了滤波对检测的影响,不是图像质量的良好指标。我们得出结论,边缘保留空间滤波在序列中比在单幅图像中更有效,并且这种滤波可用于改善诸如X射线荧光透视等噪声图像序列的图像质量。

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