Research Article
An Image Denoising Method Based on BM4D and GAN in 3D Shearlet Domain
Table 2
The results of the different method for standard Gaussian white noise with
.
| PSNR SSIM EPI Time/s | BM3D | EPLL | TNRD | WNNM | WSNM | Proposed |
| Cameraman | 31.91 | 31.81 | 32.18 | 32.17 | 32.15 | 33.01 | 0.72 | 0.71 | 0.76 | 0.80 | 0.79 | 0.86 | 0.39 | 0.33 | 0.39 | 0.44 | 0.47 | 0.59 | 0.51 | 29.86 | 0.88 | 136.75 | 172.14 | 3.51 |
| Barbara | 33.69 | 31.81 | 32.15 | 43.26 | 34.27 | 34.15 | 0.77 | 0.75 | 0.77 | 0.83 | 0.87 | 0.86 | 0.41 | 0.40 | 0.43 | 0.50 | 0.59 | 0.61 | 3.05 | 178.25 | 1.64 | 825.50 | 986.36 | 7.62 |
| Lena | 34.94 | 32.91 | 33.44 | 33.54 | 33.53 | 33.94 | 0.70 | 0.77 | 0.78 | 0.82 | 0.88 | 0.86 | 0.40 | 0.41 | 0.43 | 0.48 | 0.55 | 0.59 | 0.46 | 30.31 | 0.90 | 134.41 | 165.01 | 4.90 |
| House | 34.94 | 34.14 | 34.55 | 35.15 | 35.14 | 35.17 | 0.69 | 0.78 | 0.81 | 0.81 | 0.83 | 0.87 | 0.44 | 0.43 | 0.51 | 0.58 | 0.58 | 0.60 | 0.78 | 32.32 | 0.87 | 136.16 | 170.27 | 4.74 |
| Peppers | 32.70 | 32.58 | 33.03 | 32.97 | 32.97 | 33.01 | 0.66 | 0.81 | 0.83 | 0.84 | 0.85 | 0.84 | 0.32 | 0.35 | 0.42 | 0.55 | 0.58 | 0.58 | 0.46 | 29.55 | 0.91 | 132.65 | 160.62 | 3.89 |
| Baboon | 27.78 | 27.85 | 27.89 | 27.93 | 27.89 | 28.18 | 0.64 | 0.77 | 0.79 | 0.80 | 0.84 | 0.84 | 0.28 | 0.28 | 0.44 | 0.50 | 0.53 | 0.56 | 1.49 | 111.98 | 1.22 | 490.38 | 654.31 | 7.11 |
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