Literature DB >> 21995033

Parallel MRI noise correction: an extension of the LMMSE to non central chi distributions.

Véronique Brion1, Cyril Poupon, Olivier Riff, Santiago Aja-Fernández, Antonio Tristán-Vega, Jean-François Mangin, Denis Le Bihan, Fabrice Poupon.   

Abstract

Parallel MRI leads to magnitude data corrupted by noise described in most cases as following a Rician or a non central chi distribution. And yet, very few correction methods perform a non central chi noise removal. However, this correction step, adapted to the correct noise model, is of very much importance, especially when working with Diffusion Weighted MR data yielding a low SNR. We propose an extended Linear Minimum Mean Square Error estimator (LMMSE), which is adapted to deal with non central chi distributions. We demonstrate on simulated and real data that the extended LMMSE outperforms the original LMMSE on images corrupted by a non central chi noise.

Mesh:

Year:  2011        PMID: 21995033     DOI: 10.1007/978-3-642-23629-7_28

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  6 in total

1.  Reduced-distortion diffusion MRI of the craniovertebral junction.

Authors:  M Iima; A Yamamoto; V Brion; T Okada; M Kanagaki; K Togashi; D Le Bihan
Journal:  AJNR Am J Neuroradiol       Date:  2012-03-01       Impact factor: 3.825

2.  A majorize-minimize framework for Rician and non-central chi MR images.

Authors:  Divya Varadarajan; Justin P Haldar
Journal:  IEEE Trans Med Imaging       Date:  2015-04-28       Impact factor: 10.048

3.  Least squares for diffusion tensor estimation revisited: propagation of uncertainty with Rician and non-Rician signals.

Authors:  Antonio Tristán-Vega; Santiago Aja-Fernández; Carl-Fredrik Westin
Journal:  Neuroimage       Date:  2011-10-08       Impact factor: 6.556

4.  Reliable estimation of incoherent motion parametric maps from diffusion-weighted MRI using fusion bootstrap moves.

Authors:  Moti Freiman; Jeannette M Perez-Rossello; Michael J Callahan; Stephan D Voss; Kirsten Ecklund; Robert V Mulkern; Simon K Warfield
Journal:  Med Image Anal       Date:  2013-01-03       Impact factor: 8.545

5.  Evaluation of non-local means based denoising filters for diffusion kurtosis imaging using a new phantom.

Authors:  Min-Xiong Zhou; Xu Yan; Hai-Bin Xie; Hui Zheng; Dongrong Xu; Guang Yang
Journal:  PLoS One       Date:  2015-02-02       Impact factor: 3.240

6.  Non-local means based Rician noise filtering for diffusion tensor and kurtosis imaging in human brain and spinal cord.

Authors:  Zhongping Zhang; Dhanashree Vernekar; Wenshu Qian; Mina Kim
Journal:  BMC Med Imaging       Date:  2021-01-30       Impact factor: 1.930

  6 in total

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