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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
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  • 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.)
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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.)
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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.)
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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
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B.J. Kim
fDepartment of Neurology and Cerebrovascular Center (B.J.K.), Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, Korea
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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
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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.)
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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
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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.)
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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
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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.)
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W. Qiu
hSchool of Life Science and Technology (W.Q.), Huazhong University of Science and Technology, Wuhan, Hubei, China
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Article Information

DOI 
https://doi.org/10.3174/ajnr.A7878
PubMed 
37202113

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received October 18, 2022
  • Accepted after revision April 20, 2023
  • Published online May 18, 2023.

Article Versions

  • You are currently viewing a Latest version of this article (May 18, 2023 - 08:19).
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Copyright & Usage 
© 2023 by American Journal of Neuroradiology Indicates open access to non-subscribers at www.ajnr.org

Author Information

  1. K. Zhua,d,
  2. F. Balaa,
  3. J. Zhanga,
  4. F. Benalia,
  5. P. Cimflovaa,c,e,
  6. B.J. Kimf,
  7. R. McDonougha,g,
  8. N. Singha,
  9. M.D. Hilla,b,c,
  10. M. Goyala,
  11. A. Demchuka,c,
  12. B.K. Menona and
  13. W. Qiuh
  1. 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.)
  2. bDepartment of Community Health Sciences (M.D.H.)
  3. cDepartment of Medicine, and Department of Radiology (P.C., M.D.H., A.D.), Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
  4. dCollege of Electronic Engineering (K.Z.), Xi’an Shiyou University, Xi’an, Shaanxi, China
  5. eSt. Anne’s University Hospital Brno and Faculty of Medicine (P.C.), Masaryk University, Brno, Czech Republic
  6. fDepartment of Neurology and Cerebrovascular Center (B.J.K.), Seoul National University Bundang Hospital, Seongnam-si, Gyeonggi-do, Korea
  7. gDepartment of Diagnostic and Interventional Neuroradiology (R.M.), University Hospital Hamburg, Hamburg, Germany
  8. hSchool of Life Science and Technology (W.Q.), Huazhong University of Science and Technology, Wuhan, Hubei, China
  1. Please address correspondence to Wu Qiu, PhD, Room 701, Innovation Research Institute, Luoyu Rd 1037, School of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, China, 430074; e-mail: qiu.wu.ch{at}gmail.com
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Funding

  • Distinguished Young Scholars of the National Natural Science Foundation of China (Overseas)

  • Natural Science Basic Research Plan in Shaanxi Province of China

    2021JM-413
  • National key research and development program

    2022YFE0209900

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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

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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
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