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Normalization method of suppressing excitation noise in fluorescence molecular tomography

机译:抑制荧光分子断层扫描激励噪声的标准化方法

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Fluorescence molecular tomography (FMT) is a promising imaging technique to noninvasively resolve the three-dimensional spatial distributions of fluorescent targets associated with molecular and cellular functions. The reconstruction quality, including the localization and quantitative accuracy, are greatly improved by the use of normalized Born ratio method. However, the reconstruction quality is still far from reaching their potential of accurately visualizing biological information with a high localization and quantitative accuracy. It is because the inverse problem of FMT is severely ill-posed and is easily affected by the noise in the measurement data. Here we provided a scaling normalization method for FMT to restrain the influence of excitation noise on fluorescence molecular tomography reconstruction. In this method, we use the total intensity of the excitation data detected by CCD camera to normalize the fluorescence measurements. It's feasible to suppress excitation noise when compared with the normalized Born ration method. Furthermore, by applying singular-value decomposition to the forward matrices, we find that the method we proposed has more useful singular values than the normalized Born ratio method which means that it reduces the ill-posedness of FMT inverse problem. To examine its performance, we perform phantom experiments with a hybrid FMT-XCT system. To check the robustness of our method to excitation noise, we add 10% Gaussian white noise to the measured excitation data. The reconstruction results are compared with those of the normalized Born ratio method. The results indicate that our method has a better reconstruction results and a better noise robustness.
机译:荧光分子断层扫描(FMT)是一种有前途的成像技术,用于非侵入地解析与分子和细胞功能相关的荧光靶的三维空间分布。通过使用标准化的出生比法,大大提高了重建质量,包括定位和定量准确性。然而,重建质量仍然远未达到精确可视化生物信息的潜力,以高分辨率和定量精度。这是因为FMT的逆问题严重均不呈现,并且很容易受测量数据中的噪声的影响。在这里,我们为FMT提供了一种缩放标准化方法,以限制激发噪声对荧光分子断层摄影重建的影响。在该方法中,我们使用CCD摄像机检测到的激励数据的总强度来归一化荧光测量。与标准化出生的法律方法相比,抑制激发噪声是可行的。此外,通过将奇异值分解应用于前进矩阵,我们发现我们提出的方法具有比标准化的出生比方法更有用的奇异值,这意味着它降低了FMT逆问题的不良问题。为了检查其性能,我们使用混合FMT-XCT系统进行幻影实验。为了检查我们对励磁噪声的方法的稳健性,我们将10 %高斯白噪声添加到测量的激励数据。将重建结果与标准化出生比法进行比较。结果表明,我们的方法具有更好的重建结果和更好的噪音鲁棒性。

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