Comparison of Non-Linear Filtering Methods for Positron Emission Tomography

IF 0.9 Q4 TELECOMMUNICATIONS
Dóra Varnyú, László Szirmay-Kalos
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引用次数: 0

Abstract

As a result of the limited radiotracer dose, acquisition time and scanner sensitivity, positron emission tomography (PET) images suffer from high noise. In the current clinical practice, post-reconstruction filtering has become one of the most common noise reduction techniques. However, the range of existing filters is very wide, and choosing the most suitable filter for a given measurement is far from simple. This paper aims to provide assistance in this choice by comparing the most powerful image denoising filters, covering both image quality and execution time. Emphasis is placed on non-linear techniques due to their ability to preserve edges and fine details more accurately than linear filters. The compared methods include the Gaussian, the bilateral, the guided, the anisotropic diffusion and the non-local means filters, which are examined in both static and dynamic PET reconstructions.
正电子发射层析成像非线性滤波方法的比较
由于放射性示踪剂剂量、采集时间和扫描仪灵敏度的限制,正电子发射断层扫描(PET)图像具有较高的噪声。在目前的临床实践中,重建后滤波已成为最常用的降噪技术之一。然而,现有滤波器的范围非常广泛,为给定的测量选择最合适的滤波器远非易事。本文旨在通过比较最强大的图像去噪滤波器,包括图像质量和执行时间,为这种选择提供帮助。重点放在非线性技术上,因为它们比线性滤波器更准确地保留边缘和精细细节的能力。比较的方法包括高斯滤波、双边滤波、引导滤波、各向异性扩散滤波和非局部均值滤波,并在静态和动态PET重建中进行了检验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Infocommunications Journal
Infocommunications Journal TELECOMMUNICATIONS-
CiteScore
1.90
自引率
27.30%
发文量
0
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