Research Article
Med-SRNet: GAN-Based Medical Image Super-Resolution via High-Resolution Representation Learning
Table 4
SSIMs for various methods on the constructed database.
| Datasets | Scale | Bicubic | SRGAN [18] | DCGAN [20] | CGAN [23] | Med-SRNet |
| Brain | 4 | 0.831 | 0.858 | 0.862 | 0.880 | 0.892 | 8 | 0.704 | 0.741 | 0.753 | 0.776 | 0.799 |
| Lung | 4 | 0.825 | 0.861 | 0.869 | 0.881 | 0.891 | 8 | 0.739 | 0.763 | 0.778 | 0.795 | 0.811 |
| Abdomen | 4 | 0.796 | 0.846 | 0.852 | 0.860 | 0.872 | 8 | 0.673 | 0.705 | 0.719 | 0.740 | 0.748 |
| Bone | 4 | 0.427 | 0.624 | 0.640 | 0.666 | 0.673 | 8 | 0.342 | 0.361 | 0.775 | 0.381 | 0.386 |
|
|