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Overview of Positron Emission Tomography (PET) for Brain Functions Degeneration Classification

机译:用于脑功能退化分类的正电子发射断层扫描(PET)概述

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Positron Emission Tomography scans show metabolic changes that occur in an organ or tissue at the cellular level. This is important because at the cellular level the disease always starts. Computed Tomography scans and Magnetic Resonance Images are not able to reveal cell-level problems. So, Positron Emission Tomography scans can detect changes in the cells very early, but the others detect changes as a disease affects the organs or tissue structure. Since it rises, Positron Emission Tomography gained a serious role in the diagnosis and treatment of brain disorders such as Alzheimer’s disease, Parkinson’s and Dementia, in addition to tumors. Because of the high level of chemical activity that exists in abnormal tissues such as cancer cells, these cells will show up as bright spots on these scans. This can play a major role in the diagnostic process if modern image processing methods are used to identify bright areas, as it will assist specialists in the diagnostic process and monitor the pathological condition during the treatment period. In this paper we summarize the most prominent methods used in processing positron images, starting from the traditional stages through to machine learning techniques and then to deep learning that occupies a large area in recent days.
机译:正电子发射断层扫描显示在器官或组织中细胞水平发生的代谢变化。这很重要,因为该疾病总是在细胞水平上开始的。计算机断层扫描和磁共振图像不能揭示细胞水平的问题。因此,正电子发射断层扫描可以很早地检测出细胞中的变化,而其他疾病则可以检测到变化,因为疾病会影响器官或组织结构。自从上升以来,正电子发射断层扫描在诊断和治疗脑部疾病(例如阿尔茨海默氏病,帕金森氏症和痴呆症)以及肿瘤方面都发挥了重要作用。由于异常组织(例如癌细胞)中存在的高化学活性,这些细胞将在这些扫描中显示为亮点。如果使用现代图像处理方法来识别明亮区域,这将在诊断过程中起主要作用,因为它将在诊断过程中协助专家进行诊断过程并监视病理状况。在本文中,我们总结了用于处理正电子图像的最杰出的方法,从传统阶段一直到机器学习技术,再到近来占据很大面积的深度学习。

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