Table 2.
Peak Signal to Noise Ratio (PSNR) for three different imaging modes (T1 and PD) at different levels of noise for different methods
Methods/Noise (dB,%) | (15, 3) | (12, 6) | (10, 10) | (6, 15) | (3, 20) | (1 ,25) | (15, 3) | (12, 6) | (10, 10) | (6, 15) | (3, 20) | (1 ,25) |
---|---|---|---|---|---|---|---|---|---|---|---|---|
T1-Weighted | PD-Weighted | |||||||||||
Noisy | 38.47 | 28.22 | 22.24 | 18.90 | 17.25 | 16.53 | 38.21 | 28.74 | 22.60 | 20.27 | 18.22 | 16.92 |
ONLM | 44.98 | 37.17 | 35.53 | 33.31 | 30.16 | 24.99 | 42.70 | 37.16 | 33.16 | 34.10 | 30.55 | 28.26 |
AONLM | 43.23 | 35.54 | 30.13 | 25.85 | 23.12 | 20.06 | 41.79 | 35.94 | 30.10 | 27.64 | 23.09 | 20.37 |
PRINLM | 45.88 | 39.86 | 35.99 | 33.35 | 29.60 | 23.88 | 45.83 | 38.86 | 35.86 | 30.49 | 31.66 | 31.08 |
MRNLM | 44.85 | 37.32 | 34.95 | 33.11 | 30.36 | 25.04 | 42.10 | 36.69 | 32.62 | 34.00 | 29.46 | 26.84 |
DnCNN | 41.02 | 33.38 | 29.90 | 27.19 | 25.00 | 22.66 | 35.70 | 33.27 | 28.40 | 27.33 | 25.25 | 23.71 |
DIP | 45.24 | 37.59 | 32.23 | 28.45 | 25.98 | 23.55 | 45.19 | 37.77 | 30.35 | 29.14 | 26.52 | 24.55 |
RED-WGAN | 44.60 | 38.70 | 33.68 | 29.19 | 25.48 | 23.56 | 38.92 | 37.74 | 34.66 | 30.07 | 26.97 | 23.87 |
GenMRIDenoiser | 47.09 | 41.21 | 37.12 | 34.09 | 32.28 | 30.03 | 46.61 | 39.50 | 35.72 | 33.66 | 31.13 | 28.80 |