Korea Institute of Radiological and Medical Sciences, Seoul 01812, South Korea.
Department of Radiation Convergence Engineering, Yonsei University, Wonju 26493, South Korea.
Phys Med. 2021 Apr;84:178-185. doi: 10.1016/j.ejmp.2021.03.033. Epub 2021 Apr 23.
Conventional x-ray spectrum estimation methods from transmission measurement often lead to inaccurate results when extensive x-ray scatter is present in the measured projection. This study aims to apply the weighted L1-norm scatter correction algorithm in spectrum estimation for reducing residual differences between the estimated and true spectrum.
The scatter correction algorithm is based on a simple radiographic scattering model where the intensity of scattered x-ray is directly estimated from a transmission measurement. Then, the scatter-corrected measurement is used for the spectrum estimation method that consists of deciding the weights of predefined spectra and representing the spectrum as a linear combination of the predefined spectra with the weights. The performances of the estimation method combined with scatter correction are evaluated on both simulated and experimental data.
The results show that the estimated spectra using the scatter-corrected projection nearly match the true spectra. The normalized-root-mean-square-error and the mean energy difference between the estimated spectra and corresponding true spectra are reduced from 5.8% and 1.33 keV without the scatter correction to 3.2% and 0.73 keV with the scatter correction for both simulation and experimental data, respectively.
The proposed method is more accurate for the acquisition of x-ray spectrum than the estimation method without scatter correction and the spectrum can be successfully estimated even the materials of the filters and their thicknesses are unknown. The proposed method has the potential to be used in several diagnostic x-ray imaging applications.
当在测量的投影中存在广泛的 X 射线散射时,从透射测量中进行常规 X 射线光谱估计的方法通常会导致不准确的结果。本研究旨在应用加权 L1-范数散射校正算法进行光谱估计,以减少估计光谱与真实光谱之间的残余差异。
散射校正算法基于简单的射线照相散射模型,其中散射 X 射线的强度直接从透射测量中估计。然后,使用散射校正测量值进行光谱估计方法,该方法包括确定预定义光谱的权重以及将光谱表示为具有权重的预定义光谱的线性组合。在模拟和实验数据上评估了与散射校正结合的估计方法的性能。
结果表明,使用散射校正后的投影估计的光谱几乎与真实光谱匹配。归一化均方根误差和估计光谱与相应真实光谱之间的平均能量差异分别从无散射校正时的 5.8%和 1.33keV 降低到有散射校正时的 3.2%和 0.73keV,分别用于模拟和实验数据。
与无散射校正的估计方法相比,该方法更准确地获取 X 射线光谱,即使不知道滤波器的材料及其厚度,也可以成功地估计光谱。该方法有可能在几种诊断 X 射线成像应用中使用。