Artificial Intelligence and Deep Learning in Neuroradiology: Exploring the New Frontier

被引:37
|
作者
Kaka, Hussam [1 ]
Zhang, Euan [2 ]
Khan, Nazir [2 ]
机构
[1] McMaster Univ, Dept Radiol, 1200 Main St West, Hamilton, ON L8N 3Z5, Canada
[2] McMaster Univ, Hamilton Gen Hosp, Dept Radiol, Hamilton, ON, Canada
关键词
artificial; intelligence; deep; learning; neuroradiology; CONVOLUTIONAL NEURAL-NETWORKS; ANEURYSMS; SCLEROSIS;
D O I
10.1177/0846537120954293
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
There have been many recently published studies exploring machine learning (ML) and deep learning applications within neuroradiology. The improvement in performance of these techniques has resulted in an ever-increasing number of commercially available tools for the neuroradiologist. In this narrative review, recent publications exploring ML in neuroradiology are assessed with a focus on several key clinical domains. In particular, major advances are reviewed in the context of: (1) intracranial hemorrhage detection, (2) stroke imaging, (3) intracranial aneurysm screening, (4) multiple sclerosis imaging, (5) neuro-oncology, (6) head and tumor imaging, and (7) spine imaging.
引用
下载
收藏
页码:35 / 44
页数:10
相关论文
共 50 条
  • [1] Deep Machine Learning-A New Frontier in Artificial Intelligence Research
    Arel, Itamar
    Rose, Derek C.
    Karnowski, Thomas P.
    IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2010, 5 (04) : 13 - 18
  • [2] Artificial intelligence and deep learning - Radiology's next frontier?
    Mayo, Ray Cody
    Leung, Jessica
    CLINICAL IMAGING, 2018, 49 : 87 - 88
  • [3] Machine learning and logic: a new frontier in artificial intelligence
    Vijay Ganesh
    Sanjit A. Seshia
    Somesh Jha
    Formal Methods in System Design, 2022, 60 : 426 - 451
  • [4] Machine learning and logic: a new frontier in artificial intelligence
    Ganesh, Vijay
    Seshia, Sanjit A. A.
    Jha, Somesh
    FORMAL METHODS IN SYSTEM DESIGN, 2022, 60 (03) : 426 - 451
  • [5] The new frontier: artificial intelligence and tourism
    San Roman, Miguel Angel Gonzalez
    REVISTA DE OCCIDENTE, 2023, (508) : 43 - 55
  • [6] Exploring the frontier of microbiome biomarker discovery with artificial intelligence
    Liwen Xiao
    Fangqing Zhao
    National Science Review, 2024, 11 (11) : 29 - 32
  • [7] Artificial Intelligence Mediated Neuroradiology
    Starke, Robert M.
    McCarthy, David
    Komotar, Ricardo J.
    Connolly, E. Sander
    NEUROSURGERY, 2019, 84 (03) : E136 - E137
  • [8] Artificial Intelligence/Machine Learning: The New Frontier of Clinical Pharmacology and Precision Medicine
    Liu, Qi
    Joshi, Amita
    Standing, Joseph F.
    van Der Graaf, Piet H.
    CLINICAL PHARMACOLOGY & THERAPEUTICS, 2024, 115 (04) : 637 - 642
  • [10] Artificial Intelligence, Machine Learning and Deep Learning
    Ongsulee, Pariwat
    2017 15TH INTERNATIONAL CONFERENCE ON ICT AND KNOWLEDGE ENGINEERING (ICT&KE), 2017, : 92 - 97