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Median-prior tomography reconstruction combined with nonlinear anisotropic diffusion filtering

机译:中前层析成像重建与非线性各向异性扩散滤波

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摘要

Positron emission tomography (PET) is becoming increasingly important in the fields of medicine and biology. Penalized iterative algorithms based on maximum a posteriori (MAP) estimation for image reconstruction in emission tomography place conditions on which types of images are accepted as solutions. The recently introduced median root prior (MRP) favors locally monotonic images. MRP can preserve sharp edges, but a steplike streaking effect and much noise are still observed in the reconstructed image, both of which are undesirable. An MRP tomography reconstruction combined with nonlinear anisotropic diffusion interfiltering is proposed for removing noise and preserving edges. Analysis shows that the proposed algorithm is capable of producing better reconstructed images compared with those reconstructed by conventional maximum-likelihood expectation maximization (MLEM), MAP, and MRP-based algorithms in PET image reconstruction.
机译:在医学和生物学领域中,正电子发射断层扫描(PET)变得越来越重要。基于最大后验(MAP)估计的罚分迭代算法,用于在放射线断层摄影中放置图像类型的条件,在该条件下可以接受图像类型作为解决方案。最近引入的中值根先验(MRP)支持局部单调图像。 MRP可以保留锋利的边缘,但是在重建的图像中仍然观察到阶梯状的条纹效果和很多噪声,这都是不希望的。提出了一种结合非线性各向异性扩散互滤波的MRP层析成像重建技术,以去除噪声并保留边缘。分析表明,与常规最大似然期望最大化(MLEM),MAP和基于MRP的PET图像重建算法相比,该算法能够产生更好的重建图像。

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