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Power spectrum analysis of the x-ray scatter signal in mammography and breast tomosynthesis projections

机译:乳房X线X线散射信号的功率谱分析和乳房爆米合作用

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Purpose: To analyze the frequency domain characteristics of the signal in mammography images and breast tomosynthesis projections with patient tissue texture due to detected scattered x-rays. Methods: Acquisitions of x-ray projection images of 19 different patient breasts were simulated using previously acquired volumetric patient images. Acquisition of these images was performed with a dedicated breast CT prototype system, and the images were classified into voxels representing skin, adipose, and glandular tissue with a previously validated automated algorithm. The classified three dimensional images then underwent simulated mechanical compression representing that which is performed during acquisition of mammography and breast tomosynthesis images. The acquisition of projection images of each patient breast was simulated using Monte Carlo methods with each simulation resulting in two images: one of the primary (non-scattered) signal and one of the scatter signal. To analyze the scatter signal for both mammography and breast tomosynthesis, two projections images of each patient breast were simulated, one with the x-ray source positioned at 0° (mammography and central tomosynthesis projection) and at 30° (wide tomosynthesis projection). The noise power spectra (NPS) for both the scatter signal alone and the total signal (primary + scatter) for all images were obtained and the combined results of all patients analyzed. The total NPS was fit to the expected power-law relationship NPS(f) = k/f∧β and the results were compared with those previously published on the power spectrum characteristics of mammographic texture. The scatter signal alone was analyzed qualitatively and a power-law fit was also performed. Results: The mammography and tomosynthesis projections of three patient breasts were too small to analyze, so a total of 16 patient breasts were analyzed. The values of β for the total signal of the 0° projections agreed well with previously published results. As expected, the scatter power spectrum reflected a fast drop-off with increasing spatial frequency, with a reduction of four orders of magnitude by 0.1 lp/mm. The β values for the scatter signal were 6.14 and 6.39 for the 0° and 30° projections, respectively. Conclusions: Although the low-frequency characteristics of scatter in mammography and breast tomosynthesis were known, a quantitative analysis of the frequency domain characteristics of this signal was needed in order to optimize previously proposed software-based x-ray scatter reduction algorithms for these imaging modalities.
机译:目的:通过检测到的散射X射线分析乳房X线摄影图像中信号和乳房爆米合成突起的信号的频域特征。方法:使用先前获取的体积患者图像模拟19种不同患者乳房的X射线投影图像的获取。使用专用的乳房CT原型系统进行这些图像的获取,并且将图像分为表示皮肤,脂肪和腺体组织的体素,以前验证的自动化算法。然后,分类的三维图像然后进行了模拟机械压缩,其表示在获取乳房X线摄影和乳房爆炸图像期间执行的模拟机械压缩。使用Monte Carlo方法模拟每个模拟的每个患者乳房的投影图像的获取,得到两个图像:主(非散射)信号之一和一个散射信号。为了分析乳房X线照相术和乳房X乳房的分散信号,模拟了每个患者乳房的两个突起图像,其中一个X射线源位于0°(乳房X线照相术和中央肿瘤突出线)和30°(宽的自动合成投影)。仅获得SAMPTION信号的噪声功率谱(NPS)和所有图像的总信号(初级+散射),并分析所有患者的组合结果。总NPS适合预期的幂律关系NPS(F)= k /F∧β,并将结果与​​先前发表在乳房X线纹理的功率谱特性的结果进行比较。单独的分散信号进行了分析,并且还进行了动力定律。结果:三名患者乳房的乳房X线照相术和乳房X型合成突起太小而无法分析,因此分析了总共16例患者乳房。 0°投影总信号的β值与先前公布的结果很好。如预期的那样,散射功率谱反射了快速下降,其空间频率增加,减少了四个级别的0.1Lp / mm。对于0°和30°投影,散射信号的β值分别为6.14和6.39。结论:虽然已知乳房X线照相术和乳房断层合成散射的低频特性,但需要对该信号的频域特性进行定量分析,以便优化以前提出的基于软件的基于软件的X射线散射还原算法,用于这些成像模式。

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