A review on segmentation of positron emission tomography images

被引:276
|
作者
Foster, Brent [1 ]
Bagci, Ulas [1 ]
Mansoor, Awais [1 ]
Xu, Ziyue [1 ]
Mollura, Daniel J. [1 ]
机构
[1] NIH, Ctr Infect Dis Imaging, Dept Radiol & Imaging Sci, Bethesda, MD 20892 USA
基金
美国国家卫生研究院;
关键词
Image segmentation; PET; SUV; Thresholding; PET-CT; MRI-PET; Review; CELL LUNG-CANCER; GROSS TUMOR VOLUME; STANDARDIZED UPTAKE VALUES; DYNAMIC PET IMAGES; GAUSSIAN MIXTURE MODEL; GRADIENT-BASED METHOD; FDG-PET; F-18-FDG PET; CT IMAGES; INTEROBSERVER VARIABILITY;
D O I
10.1016/j.compbiomed.2014.04.014
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Positron Emission Tomography (PET), a non-invasive functional imaging method at the molecular level, images the distribution of biologically targeted radiotracers with high sensitivity. PET imaging provides detailed quantitative information about many diseases and is often used to evaluate inflammation, infection, and cancer by detecting emitted photons from a radiotracer localized to abnormal cells. In order to differentiate abnormal tissue from surrounding areas in PET images, image segmentation methods play a vital role; therefore, accurate image segmentation is often necessary for proper disease detection, diagnosis, treatment planning, and follow-ups. In this review paper, we present state-of-the-art PET image segmentation methods, as well as the recent advances in image segmentation techniques. In order to make this manuscript self-contained, we also briefly explain the fundamentals of PET imaging, the challenges of diagnostic PET image analysis, and the effects of these challenges on the segmentation results. Published by Elsevier Ltd.
引用
收藏
页码:76 / 96
页数:21
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