Automated Detection of Cervical Spinal Stenosis and Cord Compression via Vision Transformer and Rules-Based Classification

David L. Payne; Xuan Xu; Farshid Faraji; Kevin John; Katherine Ferra Pradas; Vahni Vishala Bernard; Lev Bangiyev; Prateek Prasanna

doi:10.3174/ajnr.A8141

Research ArticleSpine Imaging and Spine Image-Guided Interventions

Automated Detection of Cervical Spinal Stenosis and Cord Compression via Vision Transformer and Rules-Based Classification

David L. Payne, Xuan Xu, Farshid Faraji, Kevin John, Katherine Ferra Pradas, Vahni Vishala Bernard, Lev Bangiyev and Prateek Prasanna

American Journal of Neuroradiology April 2024, 45 (4) 432-438; DOI: https://doi.org/10.3174/ajnr.A8141

David L. Payne

aFrom the Department of Radiology (D.L.P., F.F., K.J., K.F.P., V.V.B., L.B.), Stony Brook University Hospital, Stony Brook, New York

bDepartment of Biomedical Informatics (D.L.P., X.X., F.F., K.J., P.P.), Stony Brook University, Stony Brook, New York

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Xuan Xu

bDepartment of Biomedical Informatics (D.L.P., X.X., F.F., K.J., P.P.), Stony Brook University, Stony Brook, New York

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Farshid Faraji

aFrom the Department of Radiology (D.L.P., F.F., K.J., K.F.P., V.V.B., L.B.), Stony Brook University Hospital, Stony Brook, New York

bDepartment of Biomedical Informatics (D.L.P., X.X., F.F., K.J., P.P.), Stony Brook University, Stony Brook, New York

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Kevin John

aFrom the Department of Radiology (D.L.P., F.F., K.J., K.F.P., V.V.B., L.B.), Stony Brook University Hospital, Stony Brook, New York

bDepartment of Biomedical Informatics (D.L.P., X.X., F.F., K.J., P.P.), Stony Brook University, Stony Brook, New York

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Katherine Ferra Pradas

aFrom the Department of Radiology (D.L.P., F.F., K.J., K.F.P., V.V.B., L.B.), Stony Brook University Hospital, Stony Brook, New York

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Vahni Vishala Bernard

aFrom the Department of Radiology (D.L.P., F.F., K.J., K.F.P., V.V.B., L.B.), Stony Brook University Hospital, Stony Brook, New York

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Lev Bangiyev

aFrom the Department of Radiology (D.L.P., F.F., K.J., K.F.P., V.V.B., L.B.), Stony Brook University Hospital, Stony Brook, New York

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Prateek Prasanna

bDepartment of Biomedical Informatics (D.L.P., X.X., F.F., K.J., P.P.), Stony Brook University, Stony Brook, New York

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vol. 45 no. 4 432-438

DOI

https://doi.org/10.3174/ajnr.A8141

PubMed

38360785

Published By

American Journal of Neuroradiology

Print ISSN

0195-6108

Online ISSN

1936-959X

History

Received October 3, 2023
Accepted after revision December 15, 2023
Published online April 8, 2024.

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Latest version (February 15, 2024 - 10:46).
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Author Information

David L. Paynea,b,
Xuan Xub,
Farshid Farajia,b,
Kevin Johna,b,
Katherine Ferra Pradasa,
Vahni Vishala Bernarda,
Lev Bangiyeva and
Prateek Prasannab

^aFrom the Department of Radiology (D.L.P., F.F., K.J., K.F.P., V.V.B., L.B.), Stony Brook University Hospital, Stony Brook, New York
^bDepartment of Biomedical Informatics (D.L.P., X.X., F.F., K.J., P.P.), Stony Brook University, Stony Brook, New York

Please address correspondence to David L. Payne, MD, 101 Nicolls Rd, Stony Brook, NY 11794; e-mail: David.payne{at}stonybrookmedicine.edu; @DavidLPayneMD

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David L. Payne, Xuan Xu, Farshid Faraji, Kevin John, Katherine Ferra Pradas, Vahni Vishala Bernard, Lev Bangiyev, Prateek Prasanna

Automated Detection of Cervical Spinal Stenosis and Cord Compression via Vision Transformer and Rules-Based Classification

American Journal of Neuroradiology Apr 2024, 45 (4) 432-438; DOI: 10.3174/ajnr.A8141

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Automated Cervical Spinal Stenosis Detection

David L. Payne, Xuan Xu, Farshid Faraji, Kevin John, Katherine Ferra Pradas, Vahni Vishala Bernard, Lev Bangiyev, Prateek Prasanna

American Journal of Neuroradiology Apr 2024, 45 (4) 432-438; DOI: 10.3174/ajnr.A8141

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Deep learning model for automated diagnosis of degenerative cervical spondylosis and altered spinal cord signal on MRI

Aric Lee, Junran Wu, Changshuo Liu, Andrew Makmur, Yong Han Ting, Faimee Erwan Muhamat Nor, Loon Ying Tan, Wilson Ong, Wei Chuan Tan, You Jun Lee, Juncheng Huang, Joey Chan Yiing Beh, Desmond Shi Wei Lim, Xi Zhen Low, Ee Chin Teo, Yiong Huak Chan, Joshua Ian Lim, Shuxun Lin, Jiong Hao Tan, Naresh Kumar, Beng Chin Ooi, Swee Tian Quek, James Thomas Patrick Decourcy Hallinan

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Convolutional Neural Network Incorporating Multiple Attention Mechanisms for MRI Classification of Lumbar Spinal Stenosis

Juncai Lin, Honglai Zhang, Hongcai Shang

Bioengineering 2024 11 10
Artificial Intelligence in Spine Imaging

Kushal Patel, Pierce Cooper, Puneet Belani, Amish Doshi

Magnetic Resonance Imaging Clinics of North America 2025 33 2

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