Metric: MS-SSIM (higher is better)
| # | Model↕ | MS-SSIM▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | UNET++ | 0.976 | No | - | - | - |
| 2 | HiFaceGAN | 0.971 | No | HiFaceGAN: Face Renovation via Collaborative Sup... | 2020-05-11 | Code |
| 3 | EDSR | 0.961 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 4 | SRFBN | 0.953 | No | Feedback Network for Image Super-Resolution | 2019-03-23 | Code |
| 5 | WaveletCNN | 0.952 | No | - | - | - |
| 6 | SRGAN | 0.935 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 7 | ESRGAN | 0.935 | No | ESRGAN: Enhanced Super-Resolution Generative Adv... | 2018-09-01 | Code |
| 8 | Super-FAN | 0.913 | No | Super-FAN: Integrated facial landmark localizati... | 2017-12-07 | - |