Research Article
Performance of the Restarted Homotopy Perturbation Method and Split Bregman Method for Multiplicative Noise Removal
Table 1
Numerical results of multiplicative noise removal for the AA2 model.
| | | Variance | Variance | Method | Image | Caribou | Boat | Jet Plane | Lake | Caribou | Boat | Jet Plane | Lake | | | 24.89 | 25.34 | 22.12 | 24.65 | 20.12 | 20.58 | 17.34 | 19.90 |
| TM | | 0.012 | 0.011 | 0.011 | 0.033 | 0.05 | 0.049 | 0.072 | 0.2 | Iter | 41 | 39 | 53 | 48 | 63 | 67 | 99 | 91 | Psnr | 28.25 | 29.33 | 27.77 | 27.25 | 25.57 | 26.12 | 23.95 | 23.60 | Time | 1.27 | 4.81 | 6.55 | 6.08 | 1.75 | 7.32 | 10.71 | 11.75 |
| Split Bregman | | 24 | 30 | 16 | 28 | 17 | 21 | 12 | 22 | Iter | 16 | 16 | 14 | 16 | 20 | 21 | 18 | 22 | Psnr | 30.18 | 29.82 | 28.94 | 29.38 | 27.82 | 27.48 | 26.50 | 27.03 | Time | 0.45 | 1.91 | 1.65 | 1.82 | 0.55 | 2.52 | 2.05 | 2.51 |
| RHPM(1) | | 0.00062 | 0.0008 | 0.0008 | 0.00082 | 0.00014 | 0.00014 | 0.00014 | 0.00014 | Iter | 23 | 21 | 21 | 21 | 53 | 53 | 53 | 53 | Psnr | 29.67 | 29.58 | 27.82 | 29.06 | 26.18 | 26.34 | 23.76 | 25.76 | Time | 0.03 | 1.08 | 0.93 | 1.01 | 1.47 | 2.81 | 2.77 | 2.73 |
| RHPM(2) | | 0.052 | 0.039 | 0.067 | 0.044 | 0.071 | 0.07 | 0.078 | 0.073 | Iter | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | Psnr | 30.38 | 29.92 | 29.05 | 29.49 | 27.53 | 27.36 | 25.58 | 26.94 | Time | 0.12 | 0.49 | 0.49 | 0.49 | 0.14 | 0.5 | 0.5 | 0.5 |
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