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. Author manuscript; available in PMC: 2021 Apr 1.
Published in final edited form as: IEEE Trans Med Imaging. 2019 Oct 9;39(4):1268–1277. doi: 10.1109/TMI.2019.2946501

TABLE I.

The PSNR (dB) and SSIM values obtained by five methods on the testing dataset with simulated phases and added Gaussian noise of varying standard deviation σ. The values are reported as mean ± standard deviation.

Peak signal to noise ratio (dB)

Noise (std) σ = 0.001 σ = 0.002 σ = 0.003

U-NET 32.15 ± 2.12 29.98 ± 1.19 27.63 ± 0.82
P-MUSE 34.08 ± 2.31 31.68 ± 2.21 29.19 ± 1.84
IRLS-M 38.81 ± 1.98 36.21 ± 1.32 32.43 ± 1.33
K-space 40.02 ± 1.18 36.92 ± 0.96 34.69 ± 1.38
Hybrid 40.59 ± 1.87 37.37 ± 1.56 35.40 ± 1.36

Structural similarity index

U-NET 0.89 ± 0.01 0.82 ± 0.02 0.73 ± 0.03
P-MUSE 0.79 ± 0.03 0.69 ± 0.04 0.63 ± 0.05
IRLS-M 0.88 ± 0.01 0.83 ± 0.01 0.72 ± 0.03
K-space 0.94 ± 0.01 0.89 ± 0.02 0.84 ± 0.03
Hybrid 0.96 ± 0.00 0.94 ± 0.01 0.92 ± 0.01