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

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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 and W. Qiu

American Journal of Neuroradiology June 2023, 44 (6) 641-648; 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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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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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 Jun 2023, 44 (6) 641-648; DOI: 10.3174/ajnr.A7878

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DL for Intracranial Thrombus Segmentation

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 Jun 2023, 44 (6) 641-648; DOI: 10.3174/ajnr.A7878

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