Literature DB >> 32946272

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

Hussam Kaka1, Euan Zhang2, Nazir Khan2.   

Abstract

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.

Entities:  

Keywords:  artificial; deep; intelligence; learning; neuroradiology

Year:  2020        PMID: 32946272     DOI: 10.1177/0846537120954293

Source DB:  PubMed          Journal:  Can Assoc Radiol J        ISSN: 0846-5371            Impact factor:   2.248


  9 in total

1.  Foundations of Lesion Detection Using Machine Learning in Clinical Neuroimaging.

Authors:  Manoj Mannil; Nicolin Hainc; Risto Grkovski; Sebastian Winklhofer
Journal:  Acta Neurochir Suppl       Date:  2022

Review 2.  Accuracy of artificial intelligence for the detection of intracranial hemorrhage and chronic cerebral microbleeds: a systematic review and pooled analysis.

Authors:  Stavros Matsoukas; Jacopo Scaggiante; Braxton R Schuldt; Colton J Smith; Susmita Chennareddy; Roshini Kalagara; Shahram Majidi; Joshua B Bederson; Johanna T Fifi; J Mocco; Christopher P Kellner
Journal:  Radiol Med       Date:  2022-08-13       Impact factor: 6.313

Review 3.  Machine Learning Tools for Image-Based Glioma Grading and the Quality of Their Reporting: Challenges and Opportunities.

Authors:  Sara Merkaj; Ryan C Bahar; Tal Zeevi; MingDe Lin; Ichiro Ikuta; Khaled Bousabarah; Gabriel I Cassinelli Petersen; Lawrence Staib; Seyedmehdi Payabvash; John T Mongan; Soonmee Cha; Mariam S Aboian
Journal:  Cancers (Basel)       Date:  2022-05-25       Impact factor: 6.575

4.  Use of deep learning in the MRI diagnosis of Chiari malformation type I.

Authors:  Kaishin W Tanaka; Carlo Russo; Sidong Liu; Marcus A Stoodley; Antonio Di Ieva
Journal:  Neuroradiology       Date:  2022-02-24       Impact factor: 2.995

Review 5.  Machine Learning Use for Prognostic Purposes in Multiple Sclerosis.

Authors:  Ruggiero Seccia; Silvia Romano; Marco Salvetti; Andrea Crisanti; Laura Palagi; Francesca Grassi
Journal:  Life (Basel)       Date:  2021-02-05

Review 6.  Radiomics, machine learning, and artificial intelligence-what the neuroradiologist needs to know.

Authors:  Matthias W Wagner; Khashayar Namdar; Asthik Biswas; Suranna Monah; Farzad Khalvati; Birgit B Ertl-Wagner
Journal:  Neuroradiology       Date:  2021-09-18       Impact factor: 2.804

Review 7.  Application of Artificial Intelligence Methods for Imaging of Spinal Metastasis.

Authors:  Wilson Ong; Lei Zhu; Wenqiao Zhang; Tricia Kuah; Desmond Shi Wei Lim; Xi Zhen Low; Yee Liang Thian; Ee Chin Teo; Jiong Hao Tan; Naresh Kumar; Balamurugan A Vellayappan; Beng Chin Ooi; Swee Tian Quek; Andrew Makmur; James Thomas Patrick Decourcy Hallinan
Journal:  Cancers (Basel)       Date:  2022-08-20       Impact factor: 6.575

Review 8.  How to Improve the Management of Acute Ischemic Stroke by Modern Technologies, Artificial Intelligence, and New Treatment Methods.

Authors:  Kamil Zeleňák; Antonín Krajina; Lukas Meyer; Jens Fiehler; Daniel Behme; Deniz Bulja; Jildaz Caroff; Amar Ajay Chotai; Valerio Da Ros; Jean-Christophe Gentric; Jeremy Hofmeister; Omar Kass-Hout; Özcan Kocatürk; Jeremy Lynch; Ernesto Pearson; Ivan Vukasinovic
Journal:  Life (Basel)       Date:  2021-05-27

9.  Efficiency of a deep learning-based artificial intelligence diagnostic system in spontaneous intracerebral hemorrhage volume measurement.

Authors:  Tao Wang; Na Song; Lingling Liu; Zichao Zhu; Bing Chen; Wenjun Yang; Zhiqiang Chen
Journal:  BMC Med Imaging       Date:  2021-08-13       Impact factor: 1.930

  9 in total

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