Deep learning–based segmentation of the trigeminal nerve and surrounding vasculature in trigeminal neuralgia

U-Net-based neural networks perform well for segmenting trigeminal nerve and vessels from preoperative MRI volumes. This technology enables the development of quantitative and objective metrics for radiographic evaluation of TN.

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Publication Details

Journal
Journal of neurosurgery
Published
2025-03-07
DOI
https://doi.org/10.3171/2024.10.jns241060
Citations
4
Primary Topic
Trigeminal Neuralgia and Treatments
Type
article
Field-Weighted Citation Impact
5.89
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article

Deep learning–based segmentation of the trigeminal nerve and surrounding vasculature in trigeminal neuralgia

Michael E. Xie, Risheng Xu, Michael Lim, Christopher M. Jackson et al.
4 citations
Journal of neurosurgery
Trigeminal Neuralgia and Treatments
5.89
article

Deep learning–based segmentation of the trigeminal nerve and surrounding vasculature in trigeminal neuralgia

Michael E. Xie, Risheng Xu, Michael Lim, Christopher M. Jackson, Judy Huang, Chetan Bettegowda, Bryan C. Dong, Xihang Wang, Vivek Srikar Yedavalli, Kyra Halbert-Elliott, Oishika Das
article en
4 citations

Abstract

U-Net-based neural networks perform well for segmenting trigeminal nerve and vessels from preoperative MRI volumes. This technology enables the development of quantitative and objective metrics for radiographic evaluation of TN.

Journal of neurosurgeryVol. 143(1)
Johns Hopkins University (US), Johns Hopkins Medicine (US), Stanford University (US)
Openalex Percentile: Top 4%
Trigeminal Neuralgia and Treatments
5.89
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Deep learning–based segmentation of the trigeminal nerve and surrounding vasculature in trigeminal neuralgia — Michael E. Xie, Risheng Xu, et al. · Journal of neurosurgery (2025) | TGRS Research Map | TGRS