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
- Hoult DI, Richards RE. The signal-to-noise ratio of the nuclear magnetic resonance experiment. J Magn Reson. 1976; 24(1):71-85.
- Hoult DI, Lauterbur PC. The sensitivity of the zeugmatographic experiment involving human samples. J Magn Reson. 1979; 34(2): 425-433
-
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.
- 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.
-
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.
- 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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
- 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.
- 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.
- 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)