Research Article
Image Denoising Based on Improved Gaussian Mixture Model
Table 1
PSNR achieved by different denoising methods (dB).
| Image label | Noise level | Noisy image | Denoising image | BF | MF | KBF | SR | DL | GMMD |
| Lena | 0.2 | 11.017 | 11.773 | 11.721 | 11.652 | 11.823 | 11.903 | 12.008 | 0.15 | 12.833 | 14.102 | 13.979 | 14.198 | 14.262 | 14.277 | 14.330 | 0.1 | 15.933 | 17.211 | 16.727 | 17.018 | 17.232 | 17.265 | 17.347 | 0.05 | 17.068 | 19.595 | 19.780 | 20.928 | 21.602 | 21.674 | 21.770 |
| Academy | 0.2 | 15.262 | 16.652 | 15.644 | 16.456 | 16.442 | 16.543 | 16.969 | 0.15 | 16.381 | 18.520 | 17.007 | 18.290 | 18.764 | 18.788 | 18.959 | 0.1 | 17.423 | 20.019 | 18.394 | 20.451 | 20.721 | 20.734 | 20.805 | 0.05 | 18.222 | 19.437 | 19.445 | 22.663 | 22.887 | 22.924 | 23.043 |
| Einstein | 0.2 | 8.121 | 8.444 | 8.554 | 8.405 | 8.532 | 8.568 | 8.649 | 0.15 | 11.025 | 11.828 | 11.834 | 11.719 | 12.014 | 12.087 | 12.168 | 0.1 | 12.897 | 14.182 | 14.129 | 14.029 | 14.226 | 14.276 | 14.425 | 0.05 | 14.978 | 17.266 | 17.001 | 17.076 | 17.231 | 17.239 | 17.328 |
| Mandrill | 0.2 | 14.119 | 15.518 | 14.953 | 15.421 | 15.672 | 15.693 | 15.867 | 0.15 | 15.471 | 17.409 | 16.419 | 17.148 | 17.842 | 17.902 | 17.961 | 0.1 | 11.065 | 11.774 | 11.496 | 11.604 | 11.789 | 11.802 | 11.843 | 0.05 | 12.894 | 14.074 | 13.526 | 13.790 | 14.614 | 14.645 | 14.711 |
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