Table 4 Comparison of Key metrics with State-of-the-Art Techniques.
Dataset | Metric | Image | HiDDeN 32 | SteganoGAN 33 | HCISNet 34 | AVG-GAN 35 | Proposed |
|---|---|---|---|---|---|---|---|
MRI Brain Dataset | PSNR | MRI-1 | 36.96 | 36.56 | 38.86 | 39.95 | 40.3 |
MRI-2 | 37.25 | 35.96 | 37.65 | 39.97 | 41.09 | ||
MRI-3 | 36.85 | 36.02 | 38.99 | 40.25 | 41.96 | ||
MSE | MRI-1 | 6.28 | 6.75 | 4.04 | 2.57 | 6.05 | |
MRI-2 | 5.91 | 7.55 | 5.42 | 2.54 | 5.05 | ||
MRI-3 | 6.4 | 7.62 | 3.91 | 2.61 | 4.13 | ||
SSIM | MRI-1 | 0.96 | 0.96 | 0.97 | 0.98 | 0.98 | |
MRI-2 | 0.97 | 0.96 | 0.97 | 0.98 | 0.99 | ||
MRI-3 | 0.96 | 0.96 | 0.97 | 0.98 | 0.98 | ||
OCT Glaucoma Dataset | PSNR | OCT-1 | 36.86 | 36.56 | 38.16 | 38.95 | 38.51 |
OCT-2 | 37.15 | 36.22 | 37.44 | 38.47 | 38.85 | ||
OCT-3 | 38.45 | 37.23 | 38.44 | 38.13 | 39.71 | ||
MSE | OCT-1 | 6.34 | 6.75 | 4.85 | 4.09 | 9.14 | |
OCT-2 | 5.79 | 7.54 | 5.17 | 4.26 | 8.46 | ||
OCT-3 | 4.27 | 5.93 | 4.28 | 3.39 | 6.94 | ||
SSIM | OCT-1 | 0.96 | 0.96 | 0.97 | 0.98 | 0.98 | |
OCT-2 | 0.96 | 0.95 | 0.97 | 0.98 | 0.96 | ||
OCT-3 | 0.97 | 0.96 | 0.97 | 0.98 | 0.98 |
