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.

MethodsSalt-and-pepper noise density
5%10%30%50%70%90%

Miscellaneous image: Barbara
Noisy18.31/0.4415.25/0.2710.49/0.108.26/0.056.81/0.025.72/0.01
MED25.10/0.8124.66/0.7920.89/0.6314.54/0.249.66/0.066.42/0.01
WMF27.06/0.8826.07/0.8619.78/0.6013.44/0.209.19/0.056.31/0.01
SMF28.56/0.9027.02/0.8523.57/0.7021.56/0.6019.49/0.4811.00/0.13
RAMF29.25/0.9428.74/0.9326.29/0.8924.01/0.8121.88/0.6913.80/0.29
SGM38.53/0.9934.99/0.9829.27/0.9426.49/0.8824.54/0.7922.44/0.64
Ours38.74/0.9935.09/0.9829.51/0.9426.69/0.8824.62/0.7922.53/0.64

Texture image: Straw
Noisy18.15/0.5415.08/0.3310.30/0.118.07/0.056.61/0.025.52/0.01
MED31.73/0.9230.55/0.9022.60/0.7614.74/0.379.58/0.116.24/0.02
WMF32.67/0.9431.02/0.9320.72/0.7113.56/0.319.08/0.096.14/0.02
SMF27.86/0.9025.82/0.8421.75/0.6419.55/0.5017.66/0.3610.62/0.10
RAMF36.27/0.9735.28/0.9630.90/0.9327.28/0.8523.61/0.7213.73/0.32
SGM44.01/1.0040.72/0.9935.45/0.9732.02/0.9228.04/0.8121.50/0.52
Ours44.03/1.0040.89/0.9935.51/0.9732.02/0.9328.05/0.8521.58/0.55

Biomedical image: Heart
Noisy17.43/0.2714.29/0.099.52/0.027.29/0.015.83/0.004.75/0.00
MED42.99/0.9840.05/0.9724.17/0.7714.58/0.238.98/0.035.56/0.00
WMF34.95/0.9831.53/0.9819.86/0.6212.81/0.148.35/0.025.39/0.00
SMF32.58/0.8029.50/0.6624.79/0.4022.58/0.2921.13/0.2310.83/0.10
RAMF47.39/0.9946.79/0.9942.94/0.9839.17/0.9633.93/0.9214.37/0.43
SGM55.24/1.0052.00/1.0046.39/0.9942.41/0.9639.19/0.9534.47/0.82
Ours55.26/1.0052.06/1.0046.42/0.9942.83/0.9739.46/0.9534.58/0.89