核医学物理与成像中的人工智能。

IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Konstantinos Papachristou, Emmanouil Panagiotidis, Anna Makridou, Theodoros Kalathas, Vasilis Masganis, Anna Paschali, Maria Aliberti, Vassiliki Chatzipavlidou
{"title":"核医学物理与成像中的人工智能。","authors":"Konstantinos Papachristou,&nbsp;Emmanouil Panagiotidis,&nbsp;Anna Makridou,&nbsp;Theodoros Kalathas,&nbsp;Vasilis Masganis,&nbsp;Anna Paschali,&nbsp;Maria Aliberti,&nbsp;Vassiliki Chatzipavlidou","doi":"10.1967/s002449912561","DOIUrl":null,"url":null,"abstract":"<p><p>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.</p>","PeriodicalId":12871,"journal":{"name":"Hellenic journal of nuclear medicine","volume":null,"pages":null},"PeriodicalIF":0.9000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Artificial intelligence in Nuclear Medicine Physics and Imaging.\",\"authors\":\"Konstantinos Papachristou,&nbsp;Emmanouil Panagiotidis,&nbsp;Anna Makridou,&nbsp;Theodoros Kalathas,&nbsp;Vasilis Masganis,&nbsp;Anna Paschali,&nbsp;Maria Aliberti,&nbsp;Vassiliki Chatzipavlidou\",\"doi\":\"10.1967/s002449912561\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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.</p>\",\"PeriodicalId\":12871,\"journal\":{\"name\":\"Hellenic journal of nuclear medicine\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.9000,\"publicationDate\":\"2023-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Hellenic journal of nuclear medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1967/s002449912561\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hellenic journal of nuclear medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1967/s002449912561","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
引用次数: 1

摘要

没有人能否认人工智能(AI)对日常生活的重大影响,特别是在卫生部门,它已成为核医学(NM)和分子成像的关键和有益工具。本文综述了人工智能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,无论有无解剖信息(CT或磁共振成像(MRI))。本文分析了人工智能的子集,如机器学习(ML)和深度学习(DL),并详细阐述了它们在纳米成像(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)、纳米图像重建(重建算法的优化)和低剂量成像。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Artificial intelligence in Nuclear Medicine Physics and Imaging.

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.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
1.40
自引率
6.70%
发文量
34
审稿时长
>12 weeks
期刊介绍: The Hellenic Journal of Nuclear Medicine published by the Hellenic Society of Nuclear Medicine in Thessaloniki, aims to contribute to research, to education and cover the scientific and professional interests of physicians, in the field of nuclear medicine and in medicine in general. The journal may publish papers of nuclear medicine and also papers that refer to related subjects as dosimetry, computer science, targeting of gene expression, radioimmunoassay, radiation protection, biology, cell trafficking, related historical brief reviews and other related subjects. Original papers are preferred. The journal may after special agreement publish supplements covering important subjects, dully reviewed and subscripted separately.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信