Signal & Noise
Olaf Dietrich1
1Department of Radiology, LMU Ludwig Maximilian University of Munich, Munich, Germany

Synopsis

The signal-to-noise ratio (SNR) in MRI:

  • definition of SNR
  • analyzing the impact of acquisition parameters on SNR
  • analyzing noise and signal statistics
  • evaluating the SNR in MRI

Definition and application of the signal-to-noise ratio (SNR)

  • SNR as metric of image quality
  • Definition of the SNR as ratio of the mean value of the signal and the standard deviation of noise
  • Alternative definitions of the SNR
  • Applications of SNR in MRI

Influence of MR imaging parameters on the SNR

  • Dependence on field strength, $$$B_0$$$; (over-)linear dependence of the SNR on $$$B_0$$$
  • Dependence of voxel volume (matrix size, field of view)
  • Dependence on “acquisition time” (cumulative read-out time, receiver bandwidth, number of averages)

Statistical and spatial distribution of noise in MRI

  • Noise dependence on reconstruction algorithms (Fourier transform, magnitude images, sum-of-squares reconstruction of multi-coil data, parallel imaging reconstruction and g-factor, …)
  • Statistical distribution of noise and signal in MRI (Gaussian, Rayleigh, Rician, non-central chi-distribution)
  • Spatial distribution of noise in MRI (spatially uniform noise vs.non-uniform noise)

Measurement of the SNR in MRI

  • Two-region approach
  • Difference-image approach
  • Multiple-acquisitions approach
  • Noise-image approach
  • Reconstruction in SNR units

Acknowledgements

No acknowledgement found.

References

  1. Hoult DI, Richards RE. The signal-to-noise ratio of the nuclear magnetic resonance experiment. J Magn Reson. 1976; 24(1):71-85.
  2. Hoult DI, Lauterbur PC. The sensitivity of the zeugmatographic experiment involving human samples. J Magn Reson. 1979; 34(2): 425-433
  3. Edelstein WA, Bottomley PA, Pfeifer LM. A signal-to-noise calibration procedure for NMR imaging systems. Med Phys. 1984 Mar-Apr;11(2):180-5. doi: 10.1118/1.595484.
  4. McVeigh ER, Henkelman RM, Bronskill MJ. Noise and filtration in magnetic resonance imaging. Med Phys. 1985 Sep-Oct;12(5):586-91. doi: 10.1118/1.595679.
  5. Henkelman RM. Measurement of signal intensities in the presence of noise in MR images. Med Phys. 1985 Mar-Apr;12(2):232-3. doi: 10.1118/1.595711.
  6. Holden JE, Halama JR, Hasegawa BH. The propagation of stochastic pixel noise into magnitude and phase values in the Fourier analysis of digital images. Phys Med Biol. 1986 Apr;31(4):383-96. doi: 10.1088/0031-9155/31/4/004.
  7. Bernstein MA, Thomasson DM, Perman WH. Improved detectability in low signal-to-noise ratio magnetic resonance images by means of a phase-corrected real reconstruction. Med Phys. 1989 Sep-Oct;16(5):813-7. doi: 10.1118/1.596304.
  8. Roemer PB, Edelstein WA, Hayes CE, et al. The NMR phased array. Magn Reson Med. 1990 Nov;16(2):192-225. doi: 10.1002/mrm.1910160203.
  9. Hayes CE, Roemer PB. Noise correlations in data simultaneously acquired from multiple surface coil array. Magn Reson Med. 1990 Nov;16(2):181-91. doi: 10.1002/mrm.1910160202.
  10. Gudbjartsson H, Patz S. The Rician distribution of noisy MRI data. Magn Reson Med. 1995 Dec;34(6):910-4. doi: 10.1002/mrm.1910340618.
  11. Constantinides CD, Atalar E, McVeigh ER. Signal-to-noise measurements in magnitude images from NMR phased arrays. Magn Reson Med. 1997 Nov;38(5):852-7. doi: 10.1002/mrm.1910380524.
  12. Kellman P, McVeigh ER. Image reconstruction in SNR units: a general method for SNR measurement. Magn Reson Med. 2005 Dec;54(6):1439-47. doi: 10.1002/mrm.20713.
  13. Dietrich O, Raya JG, Reeder SB, et al. Influence of multichannel combination, parallel imaging and other reconstruction techniques on MRI noise characteristics. Magn Reson Imaging. 2008 Jul;26(6):754-62. doi: 10.1016/j.mri.2008.02.001.
  14. Dietrich O, Raya JG, Reeder SB, et al.. Measurement of signal-to-noise ratios in MR images: influence of multichannel coils, parallel imaging, and reconstruction filters. J Magn Reson Imaging. 2007 Aug;26(2):375-85. doi: 10.1002/jmri.20969.
  15. Reeder SB, Wintersperger BJ, Dietrich O. Practical approaches to the evaluation of signal-to-noise ratio performance with parallel imaging: application with cardiac imaging and a 32-channel cardiac coil. Magn Reson Med. 2005 Sep;54(3):748-54. doi: 10.1002/mrm.20636.
Proc. Intl. Soc. Mag. Reson. Med. 30 (2022)