AltGDmin for Accelerated L+S Dynamic MRI

In our research, we present a new method, altGDmin-MRI-L+S, for faster dynamic MRI. This technique assumes a model where the image sequence can be represented as a sum of low-rank (LR) and sparse (S) elements. While this LR+S model is widely used in MRI, our innovation lies in creating an efficient and accurate algorithm. Unlike other methods, ours doesn't require specific adjustments for different MRI scenarios, sampling rates, or methods. We've proven that our method performs better, on average, through tests on eight diverse dynamic MRI applications with varying sampling rates and methods, outperforming existing approaches.

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Publication Details

Published
2024-10-27
DOI
https://doi.org/10.1109/ieeeconf60004.2024.10942852
Primary Topic
Advanced MRI Techniques and Applications
Type
article
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article

AltGDmin for Accelerated L+S Dynamic MRI

Namrata Vaswani, Silpa Babu
Advanced MRI Techniques and Applications
article

AltGDmin for Accelerated L+S Dynamic MRI

Namrata Vaswani, Silpa Babu
article en

Abstract

In our research, we present a new method, altGDmin-MRI-L+S, for faster dynamic MRI. This technique assumes a model where the image sequence can be represented as a sum of low-rank (LR) and sparse (S) elements. While this LR+S model is widely used in MRI, our innovation lies in creating an efficient and accurate algorithm. Unlike other methods, ours doesn't require specific adjustments for different MRI scenarios, sampling rates, or methods. We've proven that our method performs better, on average, through tests on eight diverse dynamic MRI applications with varying sampling rates and methods, outperforming existing approaches.

Iowa State University (US)
Affordable and clean energy
Openalex Percentile: Top 56%
Advanced MRI Techniques and Applications
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