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Uncertainty in denoising of MRSI using low-rank methods

Abstract:

Purpose: Low-rank denoising of MRSI data results in an apparent increase in spectral SNR. However, it is not clear if this translates to a lower uncertainty in metabolite concentrations after spectroscopic fitting. Estimation of the true uncertainty after denoising is desirable for downstream analysis in spectroscopy. In this work the uncertainty reduction from low-rank denoising methods based on spatio-temporal separability and linear predictability in MRSI are assessed. ...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1002/mrm.29018

Authors


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Institution:
University of Oxford
Division:
MSD
Department:
Clinical Neurosciences
Role:
Author
Publisher:
Wiley Publisher's website
Journal:
Magnetic Resonance in Medicine Journal website
Volume:
87
Issue:
2
Pages:
574-588
Publication date:
2021-09-21
Acceptance date:
2021-08-31
DOI:
EISSN:
1522-2594
ISSN:
0740-3194
Language:
English
Keywords:
Pubs id:
1193883
Local pid:
pubs:1193883
Deposit date:
2021-09-04

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