Research Article
A Novel Directionlet-Based Image Denoising Method Using MMSE Estimator and Laplacian Mixture Distribution
Table 4
PSNR comparison (speckle noise) of the proposed method with the other methods (in dB).
| | 1 | 6 | 12 | 20 | 32 |
| Couple | Noisy | 15.0949 | 22.7065 | 25.7106 | 27.9160 | 29.9535 | SureShrink | 20.0332 | 25.8413 | 27.0039 | 27.6973 | 28.2485 | BayesShrink | 19.3898 | 25.5683 | 27.0603 | 28.9848 | 30.8208 | BLS-GSM | 21.9560 | 26.4502 | 29.4929 | 30.5549 | 32.4309 | K-SVD | 21.3902 | 26.2782 | 29.6724 | 31.1942 | 33.2195 | Proposed | 22.4516 | 27.0145 | 30.2409 | 31.6080 | 33.9895 |
| Cameraman | Noisy | 14.8480 | 22.4357 | 25.4539 | 27.6675 | 29.7107 | SureShrink | 20.2833 | 25.4857 | 27.3508 | 29.1526 | 30.8918 | BayesShrink | 19.6823 | 25.1516 | 27.9765 | 30.0169 | 31.3640 | BLS-GSM | 21.6407 | 27.0976 | 28.7225 | 31.49293 | 33.1347 | K-SVD | 21.2120 | 26.6703 | 28.6297 | 32.3785 | 34.6483 | Proposed | 22.2975 | 27.5493 | 29.7168 | 32.6638 | 34.2609 |
| Lena | Noisy | 14.8853 | 22.4857 | 25.4966 | 27.7053 | 29.7469 | SureShrink | 20.4569 | 27.5477 | 28.6355 | 29.2568 | 29.7915 | BayesShrink | 21.8229 | 29.8639 | 31.8440 | 33.2049 | 34.4592 | BLS-GSM | 22.8901 | 30.5525 | 32.6039 | 33.5162 | 35.9007 | K-SVD | 22.2918 | 30.1317 | 32.1205 | 33.0830 | 35.3714 | Proposed | 23.1152 | 30.9638 | 32.9499 | 33.2915 | 35.7910 |
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