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Dual-exposure technique for extending the dynamic range of x-ray flat panel detectors.

机译:双重曝光技术可扩展X射线平板探测器的动态范围。

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This work presents an approach to extend the dynamic range of x-ray flat panel detectors by combining two acquisitions of the same sample taken with two different x-ray photon flux levels and the same beam spectral configuration. In order to combine both datasets, the response of detector pixels was modelled in terms of mean and variance using a linear model. The model was extended to take into account the effect of pixel saturation. We estimated a joint probability density function (j-pdf) of the pixel values by assuming that each dataset follows an independent Gaussian distribution. This j-pdf was used for estimating the final pixel value of the high-dynamic-range dataset using a maximum likelihood method. The suitability of the pixel model for the representation of the detector signal was assessed using experimental data from a small-animal cone-beam micro-CT scanner equipped with a flat panel detector. The potential extension in dynamic range offered by our method was investigated for generic flat panel detectors using analytical expressions and simulations. The performance of the proposed dual-exposure approach in realistic imaging environments was compared with that of a regular single-exposure technique using experimental data from two different phantoms. Image quality was assessed in terms of signal-to-noise ratio, contrast, and analysis of profiles drawn on the images. The dynamic range, measured as the ratio between the exposure for saturation and the exposure equivalent to instrumentation noise, was increased from 76.9 to 166.7 when using our method. Dual-exposure results showed higher contrast-to-noise ratio and contrast resolution than the single-exposure acquisitions for the same x-ray dose. In addition, image artifacts were reduced in the combined dataset. This technique to extend the dynamic range of the detector without increasing the dose is particularly suited to image samples that contain both low and high attenuation regions.
机译:这项工作提出了一种方法,通过将两次采集的相同样品的两次采集与两种不同的X射线光子通量水平和相同的光束光谱配置相结合,来扩展X射线平板探测器的动态范围。为了合并两个数据集,使用线性模型根据均值和方差对检测器像素的响应进行了建模。扩展该模型以考虑像素饱和度的影响。我们通过假设每个数据集遵循独立的高斯分布来估计像素值的联合概率密度函数(j-pdf)。使用最大似然法将此j-pdf用于估计高动态范围数据集的最终像素值。使用来自配有平板探测器的小动物锥形束微CT扫描仪的实验数据,评估了像素模型对于探测器信号表示的适用性。我们使用解析表达式和模拟方法对通用平板探测器的动态范围进行了研究。使用来自两个不同体模的实验数据,将拟议的双重曝光方法在真实成像环境中的性能与常规的单一曝光技术进行了比较。根据信噪比,对比度和图像上绘制的轮廓分析评估图像质量。当使用我们的方法时,以饱和曝光量和等效于仪器噪声的曝光量之比来衡量的动态范围从76.9增加到166.7。对于相同的X射线剂量,两次曝光结果显示的对比度噪声比和对比度分辨率更高。另外,在组合数据集中减少了图像伪像。这种在不增加剂量的情况下扩展检测器动态范围的技术特别适用于同时包含低衰减区域和高衰减区域的图像样本。

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