Denoise of Dynamic Sodium MRI imaging at 3T using MPPCA

Motivation: Sodium MRI, a valuable imaging modality for various clinical applications, faces challenges related to signal-to-noise ratio (SNR). This study aims to enhance sodium MRI image quality through innovative denoising techniques. Goal(s): Evaluate and compare novel denoising methods to improve sodium MRI quality and diagnostic potential. Approach: The study assesses denoising techniques in sodium MRI data, utilizing a 3T clinical scanner and a unique denoising algorithm MPPCA with reduced input requirements. Evaluation metrics include residual distributions, SNR and mean-square-error comparisons. Results: MPPCA consistently outperforms other methods, showing its effectiveness in reducing noise and maintaining data fidelity. Impact: The study demonstrates the potential of MPPCA as a powerful tool for enhancing sodium imaging, with broader implications for healthcare diagnostics and research.

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/10.58530/2024/4206
Primary Topic
Nuclear Physics and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Denoise of Dynamic Sodium MRI imaging at 3T using MPPCA

Ying‐Chia Lin, Yongxian Qian, Abhipsha Das, Jelle Veraart
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
Nuclear Physics and Applications
article

Denoise of Dynamic Sodium MRI imaging at 3T using MPPCA

Ying‐Chia Lin, Yongxian Qian, Abhipsha Das, Jelle Veraart
article en

Abstract

Motivation: Sodium MRI, a valuable imaging modality for various clinical applications, faces challenges related to signal-to-noise ratio (SNR). This study aims to enhance sodium MRI image quality through innovative denoising techniques. Goal(s): Evaluate and compare novel denoising methods to improve sodium MRI quality and diagnostic potential. Approach: The study assesses denoising techniques in sodium MRI data, utilizing a 3T clinical scanner and a unique denoising algorithm MPPCA with reduced input requirements. Evaluation metrics include residual distributions, SNR and mean-square-error comparisons. Results: MPPCA consistently outperforms other methods, showing its effectiveness in reducing noise and maintaining data fidelity. Impact: The study demonstrates the potential of MPPCA as a powerful tool for enhancing sodium imaging, with broader implications for healthcare diagnostics and research.

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 70%
Nuclear Physics and Applications
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