Table 2 The performance of different denoising algorithms is evaluated based on Entropy, PSNR, SSIM, FSIM, BRISQUE, PIQE and NIQE metrics for MRI2 image.
Method | σ | Entropy | PSNR | SSIM | FSIM | BRISQUE | NIQE | PIQE |
|---|---|---|---|---|---|---|---|---|
Ours | 10 | 6.34 | 35.58 | 0.95 | 0.96 | 48.07 | 5.25 | 55.52 |
20 | 6.36 | 32.35 | 0.90 | 0.93 | 48.93 | 4.73 | 54.53 | |
30 | 6.44 | 30.28 | 0.86 | 0.90 | 44.63 | 4.72 | 51.40 | |
40 | 6.60 | 28.64 | 0.80 | 0.88 | 36.57 | 4.35 | 53.91 | |
OD-CNN | 10 | 6.12 | 34.72 | 0.88 | 0.93 | 49.74 | 5.67 | 57.01 |
20 | 6.01 | 31.10 | 0.86 | 0.92 | 49.53 | 5.59 | 59.32 | |
30 | 6.14 | 29.38 | 0.81 | 0.89 | 46.98 | 5.74 | 56.77 | |
40 | 6.13 | 27.18 | 0.78 | 0.87 | 47.52 | 5.97 | 58.78 | |
NDiff | 10 | 5.34 | 32.06 | 0.84 | 0.92 | 53.50 | 5.65 | 60.68 |
20 | 5.43 | 26.08 | 0.80 | 0.87 | 55.02 | 5.30 | 63.42 | |
30 | 5.44 | 26.98 | 0.79 | 0.86 | 53.45 | 5.83 | 58.80 | |
40 | 5.19 | 28.22 | 0.80 | 0.88 | 53.46 | 5.71 | 60.93 | |
SDPM | 10 | 5.99 | 28.28 | 0.81 | 0.89 | 53.01 | 5.78 | 64.14 |
20 | 6.22 | 26.45 | 0.77 | 0.87 | 48.43 | 5.88 | 64.74 | |
30 | 5.24 | 23.85 | 0.74 | 0.86 | 54.17 | 5.99 | 68.09 | |
40 | 5.82 | 23.65 | 0.81 | 0.85 | 45.46 | 6.14 | 65.00 | |
NGN | 10 | 6.15 | 26.98 | 0.76 | 0.88 | 54.74 | 6.21 | 59.31 |
20 | 5.29 | 23.25 | 0.72 | 0.86 | 52.91 | 6.00 | 57.90 | |
30 | 6.06 | 23.06 | 0.75 | 0.86 | 62.16 | 5.96 | 60.30 | |
40 | 5.44 | 20.16 | 0.72 | 0.84 | 53.51 | 5.54 | 64.00 | |
UDLF | 10 | 5.81 | 30.11 | 0.85 | 0.86 | 50.93 | 5.79 | 65.64 |
20 | 6.00 | 23.91 | 0.81 | 0.82 | 62.60 | 5.74 | 60.67 | |
30 | 6.06 | 21.83 | 0.76 | 0.81 | 63.19 | 6.10 | 58.74 | |
40 | 6.17 | 21.60 | 0.73 | 0.80 | 53.43 | 5.80 | 59.80 | |
CNCL | 10 | 5.58 | 29.98 | 0.84 | 0.78 | 49.36 | 5.84 | 62.39 |
20 | 5.71 | 25.60 | 0.81 | 0. 77 | 50.44 | 6.28 | 65.95 | |
30 | 5.75 | 23.82 | 0.76 | 0.77 | 59.54 | 5.69 | 62.60 | |
40 | 5.62 | 18.56 | 0.73 | 0.76 | 54.46 | 6.50 | 64.01 | |
BP-MEC | 10 | 5.33 | 30.64 | 0.83 | 0.84 | 59.14 | 5.77 | 63.71 |
20 | 5.49 | 24.94 | 0.79 | 0.82 | 63.42 | 5.99 | 62.22 | |
30 | 5.51 | 23.20 | 0.75 | 0.79 | 63.46 | 6.19 | 65.91 | |
40 | 5.40 | 18.23 | 0.70 | 0.78 | 53.49 | 6.04 | 66.40 | |
FDCT | 10 | 5.46 | 29.27 | 0.79 | 0.77 | 60.18 | 6.15 | 66.57 |
20 | 5.63 | 25.60 | 0.75 | 0.78 | 59.60 | 6.79 | 67.40 | |
30 | 5.69 | 23.48 | 0.80 | 0.73 | 60.89 | 6.99 | 69.31 | |
40 | 4.88 | 19.09 | 0.76 | 0.81 | 63.49 | 6.74 | 71.55 | |
NSCT-BT | 10 | 5.42 | 27.89 | 0.78 | 0.75 | 61.99 | 6.87 | 67.19 |
20 | 5.27 | 25.19 | 0.73 | 0.73 | 62.88 | 6.98 | 68.99 | |
30 | 5.10 | 24.81 | 0.71 | 0.71 | 63.89 | 7.10 | 70.01 | |
40 | 5.03 | 23.78 | 0.68 | 0.69 | 64.64 | 7.23 | 72.22 | |
IDM-PM | 10 | 5.27 | 26.99 | 0.76 | 0.77 | 62.87 | 6.93 | 68.83 |
20 | 5.13 | 25.81 | 0.73 | 0.75 | 63.99 | 7.04 | 69.87 | |
30 | 4.98 | 24.67 | 0.71 | 0.73 | 65.78 | 7.15 | 71.88 | |
40 | 4.78 | 22.18 | 0.69 | 0.71 | 66.16 | 7.20 | 72.99 | |
DCT-ACO | 10 | 5.06 | 27.18 | 0.75 | 0.79 | 64.95 | 6.70 | 67.74 |
20 | 5.20 | 23.84 | 0.74 | 0.76 | 59.45 | 6.99 | 68.57 | |
30 | 5.23 | 21.99 | 0.76 | 0.73 | 57.12 | 6.81 | 74.56 | |
40 | 4.62 | 16.78 | 0.69 | 0.70 | 60.42 | 7.64 | 69.08 | |
ANLM | 10 | 4.98 | 26.93 | 0.74 | 0.78 | 65.89 | 6.74 | 67.99 |
20 | 4.79 | 25.17 | 0.73 | 0.75 | 66.67 | 6.87 | 69.89 | |
30 | 4.66 | 23.89 | 0.71 | 0.74 | 69.18 | 7.01 | 71.72 | |
40 | 4.56 | 22.19 | 0.67 | 0.73 | 70.18 | 7.17 | 72.89 | |
Z-NLM | 10 | 4.87 | 25.66 | 0.73 | 0.77 | 65.67 | 6.99 | 69.99 |
20 | 4.67 | 23.89 | 0.69 | 0.76 | 66.18 | 7.23 | 70.99 | |
30 | 4.56 | 22.29 | 0.67 | 0.74 | 67.78 | 7.27 | 71.87 | |
40 | 4.23 | 21.87 | 0.65 | 0.71 | 69.89 | 7.32 | 72.19 | |
ONLM | 10 | 4.67 | 24.89 | 0.69 | 0.74 | 66.98 | 7.17 | 70.67 |
20 | 4.45 | 23.28 | 0.67 | 0.72 | 70.18 | 7.20 | 72.89 | |
30 | 4.26 | 22.95 | 0.64 | 0.69 | 71.35 | 7.25 | 73.29 | |
40 | 4.10 | 21.89 | 0.62 | 0.67 | 72.97 | 7.29 | 74.88 |