Generating 3D Volumetric Brain Images via Other Contrast Guidance from 2D Thick Slices

Motivation: The conventional multiple sclerosis(MS) protocol in the brain normally takes from 30 minutes to several hours. It often involves multiple 3D series for the quantitative metrics and reports. Goal(s): To reduce the scan time for the brain MS protocols with more than one 3D seriesApproach: We proposed a framework that utilized a 3D T1 and 2D FLAIR as inputs to generate a 3D T2 FLAIR. Results: The method generates comparable image resolution on all orientations as the acquired 3D FLAIR, and outperforms other methods. The lesion segmentation masks show high consistency. Furthermore, the method demonstrates robustness in the cases with motion. Impact: The method provides the solution of generating a volumetric FLAIR using the same time as a 2D series and achieving comparable resolutions and diagnosis accuracy as the 3D FLAIR.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/4517
Primary Topic
Medical Image Segmentation Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Generating 3D Volumetric Brain Images via Other Contrast Guidance from 2D Thick Slices

Xinyu Song, Lei Xiang, Xiaoer Wei, Ryan Chamberlain et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Medical Image Segmentation Techniques
article

Generating 3D Volumetric Brain Images via Other Contrast Guidance from 2D Thick Slices

Xinyu Song, Lei Xiang, Xiaoer Wei, Ryan Chamberlain, Long Wang, Yuehua Li
article en

Abstract

Motivation: The conventional multiple sclerosis(MS) protocol in the brain normally takes from 30 minutes to several hours. It often involves multiple 3D series for the quantitative metrics and reports. Goal(s): To reduce the scan time for the brain MS protocols with more than one 3D seriesApproach: We proposed a framework that utilized a 3D T1 and 2D FLAIR as inputs to generate a 3D T2 FLAIR. Results: The method generates comparable image resolution on all orientations as the acquired 3D FLAIR, and outperforms other methods. The lesion segmentation masks show high consistency. Furthermore, the method demonstrates robustness in the cases with motion. Impact: The method provides the solution of generating a volumetric FLAIR using the same time as a 2D series and achieving comparable resolutions and diagnosis accuracy as the 3D FLAIR.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 79%
Medical Image Segmentation Techniques
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