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Ensemble of Convolutional Neural Networks Improves Automated Segmentation of Acute Ischemic Lesions Using Multiparametric Diffusion-Weighted MRI
S. Winzeck, S.J.T. Mocking, R. Bezerra, M.J.R.J. Bouts, E.C. McIntosh, I. Diwan, P. Garg, A. Chutinet, W.T. Kimberly, W.A. Copen, P.W. Schaefer, H. Ay, A.B. Singhal, K. Kamnitsas, B. Glocker, A.G. Sorensen and O. Wu
American Journal of Neuroradiology May 2019, DOI: https://doi.org/10.3174/ajnr.A6077
S. Winzeck
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
bDivision of Anaesthesia (S.W.), Department of Medicine, University of Cambridge, Cambridge, UK
S.J.T. Mocking
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
R. Bezerra
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
M.J.R.J. Bouts
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
E.C. McIntosh
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
I. Diwan
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
P. Garg
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
A. Chutinet
cDepartments of Neurology (A.C., W.T.K., H.A., A.B.S.)
eDepartment of Medicine (A.C.), Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
W.T. Kimberly
cDepartments of Neurology (A.C., W.T.K., H.A., A.B.S.)
W.A. Copen
dRadiology (W.A.C., P.W.S.), Massachusetts General Hospital, Boston, Massachusetts
P.W. Schaefer
dRadiology (W.A.C., P.W.S.), Massachusetts General Hospital, Boston, Massachusetts
H. Ay
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
cDepartments of Neurology (A.C., W.T.K., H.A., A.B.S.)
A.B. Singhal
cDepartments of Neurology (A.C., W.T.K., H.A., A.B.S.)
K. Kamnitsas
fDepartment of Computing (K.K., B.G.), Imperial College London, London, UK.
B. Glocker
fDepartment of Computing (K.K., B.G.), Imperial College London, London, UK.
A.G. Sorensen
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
O. Wu
aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
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History
- Received October 1, 2018
- Accepted after revision April 19, 2019
- Published online May 30, 2019.
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- You are currently viewing a Latest version of this article (May 30, 2019 - 07:03).
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© 2019 by American Journal of Neuroradiology Indicates open access to non-subscribers at www.ajnr.org
Author Information
- S. Winzecka,b,
- S.J.T. Mockinga,
- R. Bezerraa,
- M.J.R.J. Boutsa,
- E.C. McIntosha,
- I. Diwana,
- P. Garga,
- A. Chutinetc,e,
- W.T. Kimberlyc,
- W.A. Copend,
- P.W. Schaeferd,
- H. Aya,c,
- A.B. Singhalc,
- K. Kamnitsasf,
- B. Glockerf,
- A.G. Sorensena and
- O. Wua
- aFrom the Department of Radiology (S.W., S.J.T.M., R.B., M.J.R.J.B., E.C.M., I.D., P.G., H.A., A.G.S., O.W.), Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts
- bDivision of Anaesthesia (S.W.), Department of Medicine, University of Cambridge, Cambridge, UK
- cDepartments of Neurology (A.C., W.T.K., H.A., A.B.S.)
- dRadiology (W.A.C., P.W.S.), Massachusetts General Hospital, Boston, Massachusetts
- eDepartment of Medicine (A.C.), Faculty of Medicine, Chulalongkorn University, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
- fDepartment of Computing (K.K., B.G.), Imperial College London, London, UK.
- Please address correspondence to Ona Wu, PhD, Athinoula A Martinos Center for Biomedical Imaging, 149 13th St, CNY 2301, Charlestown, MA 02129; e-mail: ona{at}nmr.mgh.harvard.edu
Funding
National Institute of Neurological Disorders and Stroke
P50NS051343; R01NS051412; R01NS059775; R01NS38477; R01NS063925; R01NS082285; R01NS086905; R21NS077442; R21NS085574; U01NS069208; U01NS095869, U10NS086729National Institutes of Health
1S10RR019307National Institute of Biomedical Imaging and Bioengineering
P41EB015896Nvidia
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Ensemble of Convolutional Neural Networks Improves Automated Segmentation of Acute Ischemic Lesions Using Multiparametric Diffusion-Weighted MRI
S. Winzeck, S.J.T. Mocking, R. Bezerra, M.J.R.J. Bouts, E.C. McIntosh, I. Diwan, P. Garg, A. Chutinet, W.T. Kimberly, W.A. Copen, P.W. Schaefer, H. Ay, A.B. Singhal, K. Kamnitsas, B. Glocker, A.G. Sorensen, O. Wu
American Journal of Neuroradiology May 2019, DOI: 10.3174/ajnr.A6077
Ensemble of Convolutional Neural Networks Improves Automated Segmentation of Acute Ischemic Lesions Using Multiparametric Diffusion-Weighted MRI
S. Winzeck, S.J.T. Mocking, R. Bezerra, M.J.R.J. Bouts, E.C. McIntosh, I. Diwan, P. Garg, A. Chutinet, W.T. Kimberly, W.A. Copen, P.W. Schaefer, H. Ay, A.B. Singhal, K. Kamnitsas, B. Glocker, A.G. Sorensen, O. Wu
American Journal of Neuroradiology May 2019, DOI: 10.3174/ajnr.A6077
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