Table 5 NPCR using integer wavelet transform and singular value decomposition.
Attack | DFT | DCT | DWT | LWT | IWT | DWT + DFT | DWT + DCT |
|---|---|---|---|---|---|---|---|
Gaussian noise with 0.01 mean & 0.002 variance | 20.4592 | 19.9856 | 16.1643 | 15.8457 | 7.1307 | 16.1214 | 16.2137 |
Gaussian noise with 0.0 mean &0.001 variance | 20.4545 | 19.6596 | 19.3314 | 18.7406 | 8.7018 | 19.2655 | 19.303 |
Gaussian noise with 0.01 mean & 0.005 variance | 15.8619 | 15.4912 | 12.1881 | 12.1797 | 5.5845 | 12.2034 | 12.2193 |
Speckle noise 0.02 | 11.8417 | 11.6076 | 11.671 | 11.6945 | 5.6486 | 11.7962 | 11.8609 |
Speckle noise 0.01 | 14.7868 | 14.3621 | 14.6812 | 14.3489 | 6.6489 | 14.6409 | 14.704 |
Speckle noise 0.015 | 13.071 | 12.7415 | 12.8257 | 12.7583 | 5.9594 | 12.914 | 13.0254 |
Salt and Pepper noise 0.02 | 13.9494 | 13.8098 | 11.7338 | 12.7018 | 7.5412 | 11.6658 | 11.7314 |
Salt and Pepper noise 0.01 | 16.9087 | 16.6592 | 14.6339 | 15.0875 | 9.7707 | 14.3356 | 14.6051 |
Salt and Pepper noise 0.005 | 19.6107 | 19.5136 | 17.3282 | 18.1487 | 12.4243 | 17.0473 | 17.436 |
Poisson Noise | 16.8813 | 16.3592 | 16.14 | 15.7386 | 7.162 | 16.0566 | 16.2181 |
Attack | DWT + SVD | LWT + DCT | LWT + SVD | IWT + DCT | IWT + SVD | Proposed |
|---|---|---|---|---|---|---|
Gaussian noise with 0.01 mean & 0.002 variance | 26.1977 | 15.7778 | 17.4602 | 7.0763 | 18.9813 | 29.5665 |
Gaussian noise with 0.0 mean &0.001 variance | 28.5175 | 18.6562 | 17.881 | 8.7155 | 22.7179 | 27.1251 |
Gaussian noise with 0.01 mean & 0.005 variance | 21.1672 | 12.1124 | 16.215 | 5.5526 | 14.3047 | 23.001 |
Speckle noise 0.02 | 20.2855 | 11.5907 | 15.7915 | 5.6155 | 13.5987 | 22.078 |
Speckle noise 0.01 | 23.6482 | 14.1964 | 16.9893 | 6.69 | 16.4746 | 27.404 |
Speckle noise 0.015 | 21.5873 | 12.6602 | 16.368 | 2.8462 | 14.7007 | 24.0618 |
Salt and Pepper noise 0.02 | 20.6134 | 12.6627 | 15.958 | 7.5776 | 13.6612 | 22.7103 |
Salt and Pepper noise 0.01 | 24.5335 | 15.3929 | 17.3825 | 9.8785 | 16.5159 | 27.7131 |
Salt and Pepper noise 0.005 | 28.0127 | 18.1731 | 18.0544 | 12.5206 | 20.7836 | 27.3561 |
Poisson Noise | 25.9013 | 15.8595 | 17.7 | 7.2477 | 18.7303 | 29.0816 |