Research ArticleAdult Brain
Open Access
A Stacked Generalization of 3D Orthogonal Deep Learning Convolutional Neural Networks for Improved Detection of White Matter Hyperintensities in 3D FLAIR Images
L. Umapathy, G.G. Perez-Carrillo, M.B. Keerthivasan, J.A. Rosado-Toro, M.I. Altbach, B. Winegar, C. Weinkauf, A. Bilgin and for the Alzheimer’s Disease Neuroimaging Initiative
American Journal of Neuroradiology April 2021, 42 (4) 639-647; DOI: https://doi.org/10.3174/ajnr.A6970
L. Umapathy
aFrom the Departments of Electrical and Computer Engineering (L.U., A.B.)
bMedical Imaging (L.U., G.G.P.-C., M.B.K., J.A.R.-T., M.I.A., B.W., A.B.)
G.G. Perez-Carrillo
bMedical Imaging (L.U., G.G.P.-C., M.B.K., J.A.R.-T., M.I.A., B.W., A.B.)
M.B. Keerthivasan
bMedical Imaging (L.U., G.G.P.-C., M.B.K., J.A.R.-T., M.I.A., B.W., A.B.)
J.A. Rosado-Toro
bMedical Imaging (L.U., G.G.P.-C., M.B.K., J.A.R.-T., M.I.A., B.W., A.B.)
M.I. Altbach
bMedical Imaging (L.U., G.G.P.-C., M.B.K., J.A.R.-T., M.I.A., B.W., A.B.)
B. Winegar
bMedical Imaging (L.U., G.G.P.-C., M.B.K., J.A.R.-T., M.I.A., B.W., A.B.)
C. Weinkauf
cSurgery (C.W.)
A. Bilgin
aFrom the Departments of Electrical and Computer Engineering (L.U., A.B.)
bMedical Imaging (L.U., G.G.P.-C., M.B.K., J.A.R.-T., M.I.A., B.W., A.B.)
dBiomedical Engineering (A.B.), University of Arizona, Tucson, Arizona

References
- 1.↵
- 2.↵
- 3.↵
- 4.↵
- 5.↵
- Bendfeldt K,
- Blumhagen JO,
- Egger H, et al
- 6.↵
- Fazekas F,
- Chawluk JB,
- Alavi A, et al
- 7.↵
- 8.↵
- Rachmadi MF,
- Valdés-Hernández MD,
- Agan ML, et al
- 9.↵
- 10.↵
- 11.↵
- 12.↵
- 13.↵
- Bink A,
- Schmitt M,
- Gaa J, et al
- 14.↵
- 15.↵
- 16.↵
- 17.↵
- Kamnitsas K,
- Bai W,
- Ferrante E, et al
- 18.↵
- Wolpert DH
- 19.↵
- Ronneberger O,
- Fischer P,
- Brox T
- 20.↵
- Smith SM
- 21.↵
- Tustison NJ,
- Avants BB,
- Cook PA, et al
- 22.↵
- Abadi M,
- Agarwal A,
- Barham P, et al
- 23.↵
- 24.↵
- Xing Y,
- Wang J,
- Chen X, et al
- 25.↵
- 26.↵
- Duong MT,
- Rudie JD,
- Wang J, et al
In this issue
American Journal of Neuroradiology
Vol. 42, Issue 4
1 Apr 2021
Advertisement
L. Umapathy, G.G. Perez-Carrillo, M.B. Keerthivasan, J.A. Rosado-Toro, M.I. Altbach, B. Winegar, C. Weinkauf, A. Bilgin, for the Alzheimer’s Disease Neuroimaging Initiative
A Stacked Generalization of 3D Orthogonal Deep Learning Convolutional Neural Networks for Improved Detection of White Matter Hyperintensities in 3D FLAIR Images
American Journal of Neuroradiology Apr 2021, 42 (4) 639-647; DOI: 10.3174/ajnr.A6970
0 Responses
A Stacked Generalization of 3D Orthogonal Deep Learning Convolutional Neural Networks for Improved Detection of White Matter Hyperintensities in 3D FLAIR Images
L. Umapathy, G.G. Perez-Carrillo, M.B. Keerthivasan, J.A. Rosado-Toro, M.I. Altbach, B. Winegar, C. Weinkauf, A. Bilgin, for the Alzheimer’s Disease Neuroimaging Initiative
American Journal of Neuroradiology Apr 2021, 42 (4) 639-647; DOI: 10.3174/ajnr.A6970
Jump to section
Related Articles
Cited By...
This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.
- Lavanya Umapathy, Mahesh Bharath Keerthivasan, Natalie M. Zahr, Ali Bilgin, Manojkumar SaranathanNeuroinformatics 2022 20 3
- Ami Tsuchida, Philippe Boutinaud, Violaine Verrecchia, Christophe Tzourio, Stéphanie Debette, Marc JoliotHuman Brain Mapping 2024 45 1
- Phillip Martin, Diego Martin, Maria Altbach, Ali BilginScientific Reports 2025 15 1
More in this TOC Section
Adult Brain
Similar Articles
Advertisement