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Scattering correction algorithm in the PET sinogram using the factorial design of experimental method: A phantom study

机译:使用实验方法的因子设计在PET正弦图中的散射校正算法:幻像研究

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摘要

Positron emission tomography (PET) had been utilized to image gene therapy, estimate tumor growth, detect neural function of the brain, and diagnose disease. However, sinogram noise always results inaccurate PET images. The factorial design of experiment (DOE), a statistical method, was applied to investigate, correct and estimate the fraction of scattering of 2D sinogram in PET. The DOE was included as factors of angle views and scatter media with two levels designed. The PET sinogram after scattering correction was then reconstructed by filtered back projection (FBP). Both Ge-68 uniform phantom and Jaszczak anthropomorphic torso phantom were applied to exam the performance of presented scattering correction algorithm. The signal-to-noise ratio (SNR), standard deviation (STD) of background, and full width at half maximum (FWHM), and uniformity test were applied to validate the performance of presented method. The proposed method provides a narrower FWHM, smaller STD of the background, higher SNR and better uniformity than those of original protocols. This method should be tested for accuracy and feasibility with three-dimensional phantoms or real animal studies and consideration effects of cross-talk between slices in future work.
机译:正电子发射断层扫描(PET)已用于图像基因治疗,估计肿瘤生长,检测大脑神经功能以及诊断疾病。但是,正弦图噪声始终会导致PET图像不准确。实验的析因设计(DOE)是一种统计方法,用于研究,校正和估计PET中二维正弦图的散射分数。将DOE作为角度视图和散射介质的因素包括在内,并设计了两个级别。然后通过滤波反投影(FBP)重建散射校正后的PET正弦图。 Ge-68统一体模和Jaszczak拟人躯干体模均用于检验所提出的散射校正算法的性能。通过信噪比(SNR),背景标准偏差(STD),半峰全宽(FWHM)和均匀性测试来验证所提出方法的性能。与原始协议相比,该方法提供了更窄的FWHM,更小的背景STD,更高的SNR和更好的一致性。应使用三维体模或真实动物研究测试此方法的准确性和可行性,并在将来的工作中考虑切片之间串扰的影响。

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