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Hybrid Sparse Regularization for Magnetic Resonance Spectroscopy

Laruelo, Andrea and Chaari, Lotfi and Batatia, Hadj and Ken, Soleakhena and Rowland, Ben and Laprie, Anne and Tourneret, Jean-Yves Hybrid Sparse Regularization for Magnetic Resonance Spectroscopy. (2013) In: IEEE Engineering in Medicine and Biology Society Conference - EMBC 2013, 3 July 2013 - 7 July 2013 (Osaka, Japan).

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Official URL: http://dx.doi.org/10.1109/EMBC.2013.6611110

Abstract

Magnetic resonance spectroscopy imaging (MRSI) is a powerful non-invasive tool for characterising markers of biological processes. This technique extends conventional MRI by providing an additional dimension of spectral information describing the abnormal presence or concentration of metabolites of interest. Unfortunately, in vivo MRSI suffers from poor signal-to-noise ratio limiting its clinical use for treatment purposes. This is due to the combination of a weak MR signal and low metabolite concentrations, in addition to the acquisition noise. We propose a new method that handles this challenge by efficiently denoising MRSI signals without constraining the spectral or spatial profiles. The proposed denoising approach is based on wavelet transforms and exploits the sparsity of the MRSI signals both in the spatial and frequency domains. A fast proximal optimization algorithm is then used to recover the optimal solution. Experiments on synthetic and real MRSI data showed that the proposed scheme achieves superior noise suppression (SNR increase up to 60%). In addition, this method is computationally efficient and preserves data features better than existing methods.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6611110
HAL Id:hal-01148277
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Institut National de la Santé et de la Recherche Médicale - INSERM (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Institut Claudius Regaud - ICR (FRANCE)
Laboratory name:
Funders:
FP7-PEOPLE-2011-ITN - PITN-GA-2011-290148
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Deposited By: IRIT IRIT
Deposited On:04 May 2015 11:19

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