Research Article
A Decision-Based Modified Total Variation Diffusion Method for Impulse Noise Removal
Table 8
The PSNR/SSIM results from different methods in SPM.
| Methods | Salt-and-pepper noise density | 5% | 10% | 30% | 50% | 70% | 90% |
| Miscellaneous image: Barbara | Noisy | 18.31/0.44 | 15.25/0.27 | 10.49/0.10 | 8.26/0.05 | 6.81/0.02 | 5.72/0.01 | MED | 25.10/0.81 | 24.66/0.79 | 20.89/0.63 | 14.54/0.24 | 9.66/0.06 | 6.42/0.01 | WMF | 27.06/0.88 | 26.07/0.86 | 19.78/0.60 | 13.44/0.20 | 9.19/0.05 | 6.31/0.01 | SMF | 28.56/0.90 | 27.02/0.85 | 23.57/0.70 | 21.56/0.60 | 19.49/0.48 | 11.00/0.13 | RAMF | 29.25/0.94 | 28.74/0.93 | 26.29/0.89 | 24.01/0.81 | 21.88/0.69 | 13.80/0.29 | SGM | 38.53/0.99 | 34.99/0.98 | 29.27/0.94 | 26.49/0.88 | 24.54/0.79 | 22.44/0.64 | Ours | 38.74/0.99 | 35.09/0.98 | 29.51/0.94 | 26.69/0.88 | 24.62/0.79 | 22.53/0.64 |
| Texture image: Straw | Noisy | 18.15/0.54 | 15.08/0.33 | 10.30/0.11 | 8.07/0.05 | 6.61/0.02 | 5.52/0.01 | MED | 31.73/0.92 | 30.55/0.90 | 22.60/0.76 | 14.74/0.37 | 9.58/0.11 | 6.24/0.02 | WMF | 32.67/0.94 | 31.02/0.93 | 20.72/0.71 | 13.56/0.31 | 9.08/0.09 | 6.14/0.02 | SMF | 27.86/0.90 | 25.82/0.84 | 21.75/0.64 | 19.55/0.50 | 17.66/0.36 | 10.62/0.10 | RAMF | 36.27/0.97 | 35.28/0.96 | 30.90/0.93 | 27.28/0.85 | 23.61/0.72 | 13.73/0.32 | SGM | 44.01/1.00 | 40.72/0.99 | 35.45/0.97 | 32.02/0.92 | 28.04/0.81 | 21.50/0.52 | Ours | 44.03/1.00 | 40.89/0.99 | 35.51/0.97 | 32.02/0.93 | 28.05/0.85 | 21.58/0.55 |
| Biomedical image: Heart | Noisy | 17.43/0.27 | 14.29/0.09 | 9.52/0.02 | 7.29/0.01 | 5.83/0.00 | 4.75/0.00 | MED | 42.99/0.98 | 40.05/0.97 | 24.17/0.77 | 14.58/0.23 | 8.98/0.03 | 5.56/0.00 | WMF | 34.95/0.98 | 31.53/0.98 | 19.86/0.62 | 12.81/0.14 | 8.35/0.02 | 5.39/0.00 | SMF | 32.58/0.80 | 29.50/0.66 | 24.79/0.40 | 22.58/0.29 | 21.13/0.23 | 10.83/0.10 | RAMF | 47.39/0.99 | 46.79/0.99 | 42.94/0.98 | 39.17/0.96 | 33.93/0.92 | 14.37/0.43 | SGM | 55.24/1.00 | 52.00/1.00 | 46.39/0.99 | 42.41/0.96 | 39.19/0.95 | 34.47/0.82 | Ours | 55.26/1.00 | 52.06/1.00 | 46.42/0.99 | 42.83/0.97 | 39.46/0.95 | 34.58/0.89 |
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