Literature DB >> 26158100

Noise distribution and denoising of current density images.

Mohammadali Beheshti1, Farbod H Foomany1, Karl Magtibay1, David A Jaffray2, Sridhar Krishnan1, Kumaraswamy Nanthakumar3, Karthikeyan Umapathy1.   

Abstract

Current density imaging (CDI) is a magnetic resonance (MR) imaging technique that could be used to study current pathways inside the tissue. The current distribution is measured indirectly as phase changes. The inherent noise in the MR imaging technique degrades the accuracy of phase measurements leading to imprecise current variations. The outcome can be affected significantly, especially at a low signal-to-noise ratio (SNR). We have shown the residual noise distribution of the phase to be Gaussian-like and the noise in CDI images approximated as a Gaussian. This finding matches experimental results. We further investigated this finding by performing comparative analysis with denoising techniques, using two CDI datasets with two different currents (20 and 45 mA). We found that the block-matching and three-dimensional (BM3D) technique outperforms other techniques when applied on current density ([Formula: see text]). The minimum gain in noise power by BM3D applied to [Formula: see text] compared with the next best technique in the analysis was found to be around 2 dB per pixel. We characterize the noise profile in CDI images and provide insights on the performance of different denoising techniques when applied at two different stages of current density reconstruction.

Keywords:  current density imaging; denoising; magnetic resonance imaging

Year:  2015        PMID: 26158100      PMCID: PMC4478962          DOI: 10.1117/1.JMI.2.2.024005

Source DB:  PubMed          Journal:  J Med Imaging (Bellingham)        ISSN: 2329-4302


  13 in total

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Authors:  Suk Hoon Oh; In Kon Chun; Soo Yeol Lee; Min Hyoung Cho; Chi Woong Mun
Journal:  Magn Reson Imaging       Date:  2003-11       Impact factor: 2.546

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Authors:  Andrei Patriciu; Ken Yoshida; Johannes J Struijk; Tim P DeMonte; Michael L G Joy; Hans Stødkilde-Jørgensen
Journal:  IEEE Trans Biomed Eng       Date:  2005-12       Impact factor: 4.538

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Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2005

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Authors:  G C Scott; M G Joy; R L Armstrong; R M Henkelman
Journal:  IEEE Trans Med Imaging       Date:  1991       Impact factor: 10.048

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Authors:  Kostadin Dabov; Alessandro Foi; Vladimir Katkovnik; Karen Egiazarian
Journal:  IEEE Trans Image Process       Date:  2007-08       Impact factor: 10.856

7.  Ramp-preserving denoising for conductivity image reconstruction in magnetic resonance electrical impedance tomography.

Authors:  Chang-Ock Lee; Kiwan Jeon; Seonmin Ahn; Hyung Joong Kim; Eung Je Woo
Journal:  IEEE Trans Biomed Eng       Date:  2011-07       Impact factor: 4.538

8.  A novel approach to quantification of real and artifactual components of current density imaging for phantom and live heart.

Authors:  F H Foomany; M Beheshti; K Magtibay; S Masse; P Lai; J Asta; N Zamiri; D A Jaffray; S Krishnan; K Nanthakumar; K Umapathy
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2014

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Authors:  M Joy; G Scott; M Henkelman
Journal:  Magn Reson Imaging       Date:  1989 Jan-Feb       Impact factor: 2.546

10.  Measurement of signal intensities in the presence of noise in MR images.

Authors:  R M Henkelman
Journal:  Med Phys       Date:  1985 Mar-Apr       Impact factor: 4.071

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