Kim Dong Sik, Lee Dayeon
Department of Electronics Engineering, Hankuk University of Foreign Studies, Gyeonggi-do, Yongin-si 17035, Republic of Korea.
Diagnostics (Basel). 2024 Dec 5;14(23):2742. doi: 10.3390/diagnostics14232742.
For a single exposure in radiography, a dual-layer flat-panel detector (DFD) can provide spectral images and efficiently utilize the transmitted X-ray photons to improve the detective quantum efficiency (DQE) performance. In this paper, to acquire high DQE performance, we present a registration method for X-ray images acquired from a DFD, considering only spatial translations and scale factors. The conventional registration methods have inconsistent estimate accuracies depending on the captured object scene, even when using entire pixels, and have deteriorated frequency performance because of the interpolation method employed.
The proposed method consists of two steps; the first step is conducting a spatial translation according to the Fourier shift theorem with a subpixel registration, and the second step is conducting a scale transformation using cubic interpolation to process the X-ray projections. To estimate the subpixel spatial translation, a maximum-amplitude method using a small portion of the slant-edge phantom is used.
The performance of the proposed two-step method is first theoretically analyzed and then observed by conducting extensive experiments and measuring the noise power spectrum and DQE. An example for registering chest images is also shown. For a DFD, the proposed method shows a better registration result than the conventional one-step registration. The DQE improvement was more than 56% under RQA 9 compared to the single flat-panel detector case.
The proposed two-step registration method can efficiently provide aligned image pairs from the DFD to improve the DQE performance at low doses and, thus, increase the accuracy of clinical diagnosis.
对于X射线摄影中的单次曝光,双层平板探测器(DFD)可以提供光谱图像,并有效利用透射的X射线光子来提高探测量子效率(DQE)性能。在本文中,为了获得高DQE性能,我们提出了一种针对从DFD获取的X射线图像的配准方法,该方法仅考虑空间平移和比例因子。传统的配准方法根据捕获的物体场景,即使使用整个像素,估计精度也不一致,并且由于所采用的插值方法,频率性能会下降。
所提出的方法包括两个步骤;第一步是根据傅里叶移位定理进行空间平移并进行亚像素配准,第二步是使用三次插值进行比例变换以处理X射线投影。为了估计亚像素空间平移,使用了一种使用小部分倾斜边缘体模的最大幅度方法。
首先从理论上分析了所提出的两步法的性能,然后通过进行大量实验并测量噪声功率谱和DQE来进行观察。还展示了一个胸部图像配准的示例。对于DFD,所提出的方法显示出比传统的一步配准更好的配准结果。与单平板探测器情况相比,在RQA 9条件下,DQE提高了56%以上。
所提出的两步配准方法可以有效地从DFD提供对齐的图像对,以在低剂量下提高DQE性能,从而提高临床诊断的准确性。