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核医学物理与成像中的人工智能

Artificial intelligence in Nuclear Medicine Physics and Imaging.

作者信息

Papachristou Konstantinos, Panagiotidis Emmanouil, Makridou Anna, Kalathas Theodoros, Masganis Vasilis, Paschali Anna, Aliberti Maria, Chatzipavlidou Vassiliki

机构信息

Medical Physics Department, Cancer Hospital Thessaloniki "Theagenio", 2 AI Symeonidis str, 54007, Thessaloniki, Greece.

出版信息

Hell J Nucl Med. 2023 Jan-Apr;26(1):57-65. doi: 10.1967/s002449912561.

Abstract

No one can deny the significant impact of artificial intelligence (AI) on everyday life, especially in the health sector where it has emerged as a crucial and beneficial tool in Nuclear Medicine (NM) and molecular imaging. The objective of this review is to provide a summary of the various applications of AI in single-photon emission computed tomography (SPECT) and positron emission tomography (PET), with or without anatomical information (CT or magnetic resonance imaging (MRI)). This review analyzes subsets of AI, such as machine learning (ML) and Deep Learning (DL), and elaborates on their applications in NM imaging (NMI) physics, including the generation of attenuation maps, estimation of scattered events, depth of interaction (DOI), time of flight (TOF), NM image reconstruction (optimization of the reconstruction algorithm), and low dose imaging.

摘要

没有人能否认人工智能(AI)对日常生活的重大影响,尤其是在医疗领域,它已成为核医学(NM)和分子成像中至关重要且有益的工具。本综述的目的是总结AI在单光子发射计算机断层扫描(SPECT)和正电子发射断层扫描(PET)中的各种应用,无论是否有解剖学信息(CT或磁共振成像(MRI))。本综述分析了AI的子集,如机器学习(ML)和深度学习(DL),并阐述了它们在NM成像(NMI)物理中的应用,包括衰减图的生成、散射事件的估计、相互作用深度(DOI)、飞行时间(TOF)、NM图像重建(重建算法的优化)以及低剂量成像。

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