Research Article
An Image Denoising Method Based on BM4D and GAN in 3D Shearlet Domain
Table 3
The results of the different method for standard Gaussian white noise with
.
| PSNR SSIM EPI Time/s | BM3D | EPLL | TNRD | WNNM | WSNM | Proposed |
| Cameraman | 29.45 | 29.23 | 29.71 | 29.63 | 29.70 | 30.12 | 0.70 | 0.70 | 0.74 | 0.71 | 0.75 | 0.76 | 0.33 | 0.31 | 0.35 | 0.45 | 0.45 | 0.50 | 0.54 | 31.43 | 0.92 | 261.72 | 289.96 | 4.57 |
| Barbara | 31.18 | 28.98 | 29.63 | 31.83 | 31.84 | 31.27 | 0.75 | 0.71 | 0.75 | 0.77 | 0.82 | 0.85 | 0.37 | 0.33 | 0.40 | 0.44 | 0.56 | 0.60 | 3.14 | 179.30 | 1.64 | 1706.84 | 2350.22 | 10.62 |
| Lena | 30.60 | 30.30 | 30.77 | 30.88 | 30.89 | 32.27 | 0.68 | 0.72 | 0.75 | 0.80 | 0.80 | 0.82 | 0.32 | 0.36 | 0.40 | 0.46 | 0.47 | 0.48 | 0.47 | 34.78 | 0.91 | 259.41 | 287.63 | 6.22 |
| House | 32.86 | 32.04 | 32.54 | 33.23 | 33.23 | 33.28 | 0.66 | 0.76 | 0.80 | 0.83 | 0.80 | 0.83 | 0.29 | 0.40 | 0.50 | 0.56 | 0.56 | 0.57 | 1.49 | 31.16 | 0.92 | 263.04 | 298.06 | 6.43 |
| Peppers | 30.16 | 30.07 | 30.55 | 30.40 | 30.41 | 31.67 | 0.64 | 0.77 | 0.81 | 0.81 | 0.82 | 0.80 | 0.26 | 0.31 | 0.40 | 0.40 | 0.44 | 0.55 | 0.44 | 32.25 | 0.87 | 259.73 | 291.05 | 4.88 |
| Baboon | 25.23 | 25.34 | 25.39 | 25.42 | 25.44 | 26.16 | 0.62 | 0.71 | 0.77 | 0.77 | 0.78 | 0.80 | 0.26 | 0.25 | 0.34 | 0.46 | 0.46 | 0.50 | 1.62 | 106.28 | 1.23 | 986.96 | 1296.27 | 9.60 |
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