Table 3.
Structural Similarity (SSIM) for three different imaging modes (T1 and PD) at different levels of noise for different methods
Methods/Noise (dB,%) | (15, 3) | (12, 6) | (10, 10) | (6, 15) | (3, 20) | (1 ,25) | (15, 3) | (12, 6) | (10, 10) | (6, 15) | (3, 20) | (1 ,25) |
---|---|---|---|---|---|---|---|---|---|---|---|---|
T1-Weighted | PD-Weighted | |||||||||||
Noisy | 0.704 | 0.361 | 0.216 | 0.144 | 0.106 | 0.084 | 0.671 | 0.349 | 0.208 | 0.155 | 0.115 | 0.090 |
ONLM | 0.966 | 0.941 | 0.899 | 0.847 | 0.796 | 0.704 | 0.958 | 0.921 | 0.890 | 0.841 | 0.773 | 0.681 |
AONLM | 0.921 | 0.657 | 0.449 | 0.336 | 0.268 | 0.201 | 0.904 | 0.638 | 0.622 | 0.537 | 0.457 | 0.408 |
PRINLM | 0.963 | 0.936 | 0.801 | 0.863 | 0.803 | 0.670 | 0.953 | 0.918 | 0.891 | 0.854 | 0.846 | 0.829 |
MRNLM | 0.966 | 0.942 | 0.889 | 0.866 | 0.818 | 0.715 | 0.959 | 0.921 | 0.896 | 0.857 | 0.800 | 0.713 |
DnCNN | 0.806 | 0.746 | 0.673 | 0.614 | 0.564 | 0.516 | 0.770 | 0.611 | 0.528 | 0.493 | 0.451 | 0.417 |
DIP | 0.965 | 0.777 | 0.526 | 0.456 | 0.356 | 0.280 | 0.955 | 0.762 | 0.573 | 0.564 | 0.468 | 0.418 |
RED-WGAN | 0.958 | 0.927 | 0.873 | 0.805 | 0.721 | 0.665 | 0.945 | 0.916 | 0.890 | 0.851 | 0.810 | 0.742 |
GenMRIDenoiser | 0.986 | 0.946 | 0.897 | 0.878 | 0.832 | 0.742 | 0.988 | 0.935 | 0.901 | 0.875 | 0.860 | 0.831 |