Literature DB >> 21544889

A simple noniterative principal component technique for rapid noise reduction in parallel MR images.

Anand S Patel1, Qi Duan, Philip M Robson, Charles A McKenzie, Daniel K Sodickson.   

Abstract

The utilization of parallel imaging permits increased MR acquisition speed and efficiency; however, parallel MRI usually leads to a deterioration in the signal-to-noise ratio when compared with otherwise equivalent unaccelerated acquisitions. At high accelerations, the parallel image reconstruction matrix tends to become dominated by one principal component. This has been utilized to enable substantial reductions in g-factor-related noise. A previously published technique achieved noise reductions via a computationally intensive search for multiples of the dominant singular vector which, when subtracted from the image, minimized joint entropy between the accelerated image and a reference image. We describe a simple algorithm that can accomplish similar results without a time-consuming search. Significant reductions in g-factor-related noise were achieved using this new algorithm with in vivo acquisitions at 1.5 T with an eight-element array.
Copyright © 2011 John Wiley & Sons, Ltd.

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Year:  2011        PMID: 21544889      PMCID: PMC3170692          DOI: 10.1002/nbm.1716

Source DB:  PubMed          Journal:  NMR Biomed        ISSN: 0952-3480            Impact factor:   4.044


  7 in total

1.  SENSE: sensitivity encoding for fast MRI.

Authors:  K P Pruessmann; M Weiger; M B Scheidegger; P Boesiger
Journal:  Magn Reson Med       Date:  1999-11       Impact factor: 4.668

2.  Self-calibrating parallel imaging with automatic coil sensitivity extraction.

Authors:  Charles A McKenzie; Ernest N Yeh; Michael A Ohliger; Mark D Price; Daniel K Sodickson
Journal:  Magn Reson Med       Date:  2002-03       Impact factor: 4.668

3.  A generalized approach to parallel magnetic resonance imaging.

Authors:  D K Sodickson; C A McKenzie
Journal:  Med Phys       Date:  2001-08       Impact factor: 4.071

4.  Parallel imaging reconstruction using automatic regularization.

Authors:  Fa-Hsuan Lin; Kenneth K Kwong; John W Belliveau; Lawrence L Wald
Journal:  Magn Reson Med       Date:  2004-03       Impact factor: 4.668

5.  A simple noniterative principal component technique for rapid noise reduction in parallel MR images.

Authors:  Anand S Patel; Qi Duan; Philip M Robson; Charles A McKenzie; Daniel K Sodickson
Journal:  NMR Biomed       Date:  2011-05-04       Impact factor: 4.044

6.  Beyond the g-factor limit in sensitivity encoding using joint histogram entropy.

Authors:  David J Larkman; Philip G Batchelor; David Atkinson; Daniel Rueckert; Jo V Hajnal
Journal:  Magn Reson Med       Date:  2006-01       Impact factor: 4.668

Review 7.  Parallel magnetic resonance imaging.

Authors:  David J Larkman; Rita G Nunes
Journal:  Phys Med Biol       Date:  2007-03-09       Impact factor: 3.609

  7 in total
  1 in total

1.  A simple noniterative principal component technique for rapid noise reduction in parallel MR images.

Authors:  Anand S Patel; Qi Duan; Philip M Robson; Charles A McKenzie; Daniel K Sodickson
Journal:  NMR Biomed       Date:  2011-05-04       Impact factor: 4.044

  1 in total

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