<scp>ASL 4D MRA</scp> Intracranial Vessel Segmentation With Deep Learning U‐Nets

The proposed 4DST network architecture offers an overall improvement in 4D MRA vessel segmentation performance over the compared methods and provides the framework for an end-to-end trainable model for spatio-temporal datasets. Additionally, 4DST requires minimal pre/post-processing steps, rendering it an attractive solution for pulsed ASL-based 4D MRA vessel segmentation.

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Publication Details

Journal
Magnetic Resonance in Medicine
Published
2025-11-09
DOI
https://doi.org/10.1002/mrm.70173
Primary Topic
Advanced MRI Techniques and Applications
Type
article
Field-Weighted Citation Impact
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article

ASL 4D MRA Intracranial Vessel Segmentation With Deep Learning U‐Nets

Sarah J. Moum, Zhitao Li, Chase Krumpelman, Sameer A. Ansari et al.
Magnetic Resonance in Medicine
Advanced MRI Techniques and Applications
article

ASL 4D MRA Intracranial Vessel Segmentation With Deep Learning U‐Nets

Sarah J. Moum, Zhitao Li, Chase Krumpelman, Sameer A. Ansari, Sang Hun Chung, Zihan Wang, Lirong Yan, Tianrui Zhao
article en

Abstract

The proposed 4DST network architecture offers an overall improvement in 4D MRA vessel segmentation performance over the compared methods and provides the framework for an end-to-end trainable model for spatio-temporal datasets. Additionally, 4DST requires minimal pre/post-processing steps, rendering it an attractive solution for pulsed ASL-based 4D MRA vessel segmentation.

Magnetic Resonance in MedicineVol. 95(4)
Northwestern University (US), Lurie Children's Hospital (US), McCormick (United States) (US)
Openalex Percentile: Top 51%
Advanced MRI Techniques and Applications
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