Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model

K. Zhu; F. Bala; J. Zhang; F. Benali; P. Cimflova; B.J. Kim; R. McDonough; N. Singh; M.D. Hill; M. Goyal; A. Demchuk; B.K. Menon; W. Qiu

doi:10.3174/ajnr.A7878

Research ArticleAdult Brain

Open Access

Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model

K. Zhu, F. Bala, J. Zhang, F. Benali, P. Cimflova, B.J. Kim, R. McDonough, N. Singh, M.D. Hill, M. Goyal, A. Demchuk, B.K. Menon and W. Qiu

American Journal of Neuroradiology May 2023, DOI: https://doi.org/10.3174/ajnr.A7878

K. Zhu

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

dCollege of Electronic Engineering (K.Z.), Xi’an Shiyou University, Xi’an, Shaanxi, China

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for K. Zhu

F. Bala

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for F. Bala

J. Zhang

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for J. Zhang

F. Benali

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for F. Benali

P. Cimflova

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

cDepartment of Medicine, and Department of Radiology (P.C., M.D.H., A.D.), Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada

eSt. Anne’s University Hospital Brno and Faculty of Medicine (P.C.), Masaryk University, Brno, Czech Republic

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for P. Cimflova

B.J. Kim

fDepartment of Neurology and Cerebrovascular Center (B.J.K.), Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, Korea

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for B.J. Kim

R. McDonough

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

gDepartment of Diagnostic and Interventional Neuroradiology (R.M.), University Hospital Hamburg, Hamburg, Germany

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for R. McDonough

N. Singh

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for N. Singh

M.D. Hill

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

bDepartment of Community Health Sciences (M.D.H.)

cDepartment of Medicine, and Department of Radiology (P.C., M.D.H., A.D.), Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for M.D. Hill

M. Goyal

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for M. Goyal

A. Demchuk

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

cDepartment of Medicine, and Department of Radiology (P.C., M.D.H., A.D.), Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for A. Demchuk

B.K. Menon

aFrom the Department of Clinical Neurosciences and Hotchkiss Brain Institute (K.Z., F. Bala, J.Z., F. Benali, P.C., R.M., N.S., M.D.H., M.G., A.D., B.K.M.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for B.K. Menon

W. Qiu

hSchool of Life Science and Technology (W.Q.), Huazhong University of Science and Technology, Wuhan, Hubei, China

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for W. Qiu

Article
Figures & Data
Supplemental
Info & Metrics
Responses
References
PDF

Compose eLetter

Title *

Contents

More information about text formats

Plain text

No HTML tags allowed.
Web page addresses and e-mail addresses turn into links automatically.
Lines and paragraphs break automatically.

Author Information

Contributors
First Name and Middle Initial * First or given name, e.g. 'Peter'. Last Name * Your last, or family, name, e.g. 'MacMoody'. Email Address * Your email address, e.g. [email protected] Occupation * Your role and/or occupation, e.g. 'Orthopedic Surgeon'. Affiliation * Your organization or institution (if applicable), e.g. 'Royal Free Hospital'.

Statement of Competing Interests

Competing interests? *

Yes

Please describe the competing interests

Vertical Tabs

Jump to comment:

No eLetters have been published for this article.

PreviousNext

Download PDF

Email Article

Thank you for your interest in spreading the word on American Journal of Neuroradiology.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Your Email *

Your Name *

Send To *

Enter multiple addresses on separate lines or separate them with commas.

You are going to email the following Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model

Message Subject (Your Name) has sent you a message from American Journal of Neuroradiology

Message Body (Your Name) thought you would like to see the American Journal of Neuroradiology web site.

Your Personal Message

CAPTCHA

This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.

Cite this article

K. Zhu, F. Bala, J. Zhang, F. Benali, P. Cimflova, B.J. Kim, R. McDonough, N. Singh, M.D. Hill, M. Goyal, A. Demchuk, B.K. Menon, W. Qiu

Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model

American Journal of Neuroradiology May 2023, DOI: 10.3174/ajnr.A7878

Citation Manager Formats

BibTeX
Bookends
EasyBib
EndNote (tagged)
EndNote 8 (xml)
Medlars
Mendeley
Papers
RefWorks Tagged
Ref Manager
RIS
Zotero

0 Responses

Respond to this article

Bookmark this article

User Name *

Password *

Remember my user name & password.

Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model

K. Zhu, F. Bala, J. Zhang, F. Benali, P. Cimflova, B.J. Kim, R. McDonough, N. Singh, M.D. Hill, M. Goyal, A. Demchuk, B.K. Menon, W. Qiu

American Journal of Neuroradiology May 2023, DOI: 10.3174/ajnr.A7878

Share This Article:

Tweet Widget
Facebook Like
Google Plus One

Purchase

Jump to section

Article
Figures & Data
Supplemental
Info & Metrics
Responses
References
PDF

PubMed
Google Scholar

Cited By...

Detection and segmentation of hyperdense middle cerebral artery sign on non-contrast CT using artificial intelligence
Regarding "Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model"

Crossref (8)
Google Scholar

This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.

Value of Automatically Derived Full Thrombus Characteristics: An Explorative Study of Their Associations with Outcomes in Ischemic Stroke Patients

Mahsa Mojtahedi, Agnetha E. Bruggeman, Henk van Voorst, Elena Ponomareva, Manon Kappelhof, Aad van der Lugt, Jan W. Hoving, Bruna G. Dutra, Diederik Dippel, Fabiano Cavalcante, Lonneke Yo, Jonathan Coutinho, Josje Brouwer, Kilian Treurniet, Manon L. Tolhuisen, Natalie LeCouffe, Nerea Arrarte Terreros, Praneeta R. Konduri, Wim van Zwam, Yvo Roos, Charles B. L. M. Majoie, Bart J. Emmer, Henk A. Marquering

Journal of Clinical Medicine 2024 13 5
Deep Learning Based Detection of Large Vessel Occlusions in Acute Ischemic Stroke Using High-Resolution Photon Counting Computed Tomography and Conventional Multidetector Computed Tomography

Jan Boriesosdick, Iram Shahzadi, Long Xie, Bogdan Georgescu, Eli Gibson, Lynn Johann Frohwein, Saher Saeed, Nina P. Haag, Sebastian Horstmeier, Christoph Moenninghoff, Julius Henning Niehoff, Alexey Surov, Jan Borggrefe, Jan Robert Kroeger

Clinical Neuroradiology 2025 35 1
Regarding “Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model”

M. Tortora, F. Pacchiano

American Journal of Neuroradiology 2023 44 9
Deep Learning Applications in Imaging of Acute Ischemic Stroke: A Systematic Review and Narrative Summary

Bin Jiang, Nancy Pham, Eric K. van Staalduinen, Yongkai Liu, Sanaz Nazari-Farsani, Amirhossein Sanaat, Henk van Voorst, Ates Fettahoglu, Donghoon Kim, Jiahong Ouyang, Ashwin Kumar, Aditya Srivatsan, Ramy Hussein, Maarten G. Lansberg, Fernando Boada, Greg Zaharchuk

Radiology 2025 315 1
Deep-Learning-Modell zur automatischen Segmentierung intrakranieller Thromben

Neuroradiologie Scan 2023 13 04
Principes fondamentaux de l’apprentissage automatique pour les neurologues

A. Balcerac, B. Tervil, N. Vayatis, D. Ricard

Pratique Neurologique - FMC 2023 14 4
Segmentation of the Hyperdense Artery Sign on Noncontrast CT in Ischemic Stroke Using Artificial Intelligence

Pyeong Eun Kim, Sue Young Ha, Myungjae Lee, Nakhoon Kim, Wi-Sun Ryu, Leonard Sunwoo, Beom Joon Kim

Journal of Clinical Neurology 2025 21
Thrombus perviousness in acute ischemic stroke: a scoping review of methodology, predictive value, and future perspectives

Gergely Bertalan, Patrick Thurner, Jawid Madjidyar, Miklós Krepuska, Vania Anagnostakou, Anna Kyselyova, Tilman Schubert, Zsolt Kulcsar

Neuroradiology 2025 67 5

Main menu

User menu

Search

American Journal of Neuroradiology

Automated Segmentation of Intracranial Thrombus on NCCT and CTA in Patients with Acute Ischemic Stroke Using a Coarse-to-Fine Deep Learning Model

Plain text

Vertical Tabs

Jump to comment:

Citation Manager Formats

Related Articles

Cited By...

More in this TOC Section

Similar Articles

Indexed Content

Cases

More from AJNR

Multimedia

Resources

About Us

American Society of Neuroradiology