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
  • [21] Artificial intelligence learning platform in a visual programming environment: exploring an artificial intelligence learning model
    Jui-Hung Chang
    Chi-Jane Wang
    Hua-Xu Zhong
    Hsiu-Chen Weng
    Yu-Kai Zhou
    Hoe-Yuan Ong
    Chin-Feng Lai
    Educational technology research and development, 2024, 72 : 997 - 1024
  • [22] Artificial intelligence and machine learning a new frontier in the diagnosis of ocular adnexal tumors: A review
    Qurban, Qirat
    Cassidy, Lorraine
    SAGE OPEN MEDICINE, 2024, 12
  • [23] Deep Learning in Neuroradiology
    Zaharchuk, G.
    Gong, E.
    Wintermark, M.
    Rubin, D.
    Langlotz, C. P.
    AMERICAN JOURNAL OF NEURORADIOLOGY, 2018, 39 (10) : 1776 - 1784
  • [24] Exploring the Impact of Batch Size on Deep Learning Artificial Intelligence Models for Malaria Detection
    Muralidhar, Rohit
    Demory, Michelle L.
    Kesselman, Marc M.
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2024, 16 (05)
  • [25] Artificial Intelligence, A new frontier for intellectual property policymaking
    JavieraCaceres, B.
    Felipe Munoz, N.
    NTUT JOURNAL OF INTELLECTUAL PROPERTY LAW AND MANAGEMENT, 2020, 9 (02): : 108 - 131
  • [26] Generative Artificial Intelligence: A New Frontier of Scientific Misconduct?
    He, Ling
    Hausman, Hannah
    Pajonk, Frank
    International Journal of Radiation Oncology Biology Physics, 2024, 120 (05): : 1210 - 1213
  • [27] Artificial Intelligence for Breast Cancer Imaging: The New Frontier?
    Lee, Christoph I.
    Elmore, Joann G.
    JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2019, 111 (09): : 875 - 876
  • [28] ARTIFICIAL INTELLIGENCE'S NEW FRONTIER: ARTIFICIAL COMPANIONS AND THE FOURTH REVOLUTION
    Floridi, Luciano
    METAPHILOSOPHY, 2008, 39 (4-5) : 651 - 655
  • [29] Artificial intelligence as the new frontier in chemical risk assessment
    Hartung, Thomas
    FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2023, 6
  • [30] Artificial Intelligence and Deep Learning in Sensors and Applications
    Yuan, Shyan-Ming
    Hong, Zeng-Wei
    Cheng, Wai-Khuen
    SENSORS, 2024, 24 (10)