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通过基于傅里叶变换的恢复滤波改善正电子发射断层扫描定量分析

Improved positron emission tomography quantification by Fourier-based restoration filtering.

作者信息

Links J M, Leal J P, Mueller-Gaertner H W, Wagner H N

机构信息

Division of Nuclear Medicine, Johns Hopkins Medical Institutions, Baltimore, MD 21205-2179.

出版信息

Eur J Nucl Med. 1992;19(11):925-32. doi: 10.1007/BF00175857.

Abstract

Positron emission tomography (PET) images are characterized by both poor spatial resolution and high statistical noise. Conventional methods to reduce noise, such as local weighted averaging, produce further deteriorations in spatial resolution, while the use of deconvolution to recover resolution typically amplifies noise to unacceptable levels. We studied the use of two-dimensional Fourier filtering to simultaneously increase quantitative recovery and reduce noise. The filter was based on inversion of the scanner's measured transfer function, coupled with high frequency roll-off. In phantom studies, we found improvements in both "hot" and "cold" sphere quantification. Compared with ramp-only filtering, improvements in hot spot recovery for the highest accuracy filter averaged 13.6% +/- 6.6% for spheres larger than 15 mm; improvements in cold spot recovery averaged 30.7% +/- 4.7%. At the same time, the noise was reduced by a factor of 3 compared with randomly filtering. Fourier-based image restoration filtering is thus capable of improving both accuracy and precision in PET.

摘要

正电子发射断层扫描(PET)图像具有空间分辨率差和统计噪声高的特点。传统的降噪方法,如局部加权平均,会导致空间分辨率进一步下降,而使用反卷积恢复分辨率通常会将噪声放大到不可接受的水平。我们研究了使用二维傅里叶滤波来同时提高定量恢复和降低噪声。该滤波器基于扫描仪测量的传递函数的反演,并结合高频滚降。在体模研究中,我们发现“热”和“冷”球体定量均有改善。与仅使用斜坡滤波相比,对于大于15毫米的球体,最高精度滤波器的热点恢复改善平均为13.6%±6.6%;冷点恢复改善平均为30.7%±4.7%。同时,与随机滤波相比,噪声降低了2倍。因此,基于傅里叶的图像恢复滤波能够提高PET的准确性和精度。

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