Metric: MS-SSIM (higher is better)
| # | Model↕ | MS-SSIM▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HiFaceGAN | 0.975 | No | HiFaceGAN: Face Renovation via Collaborative Sup... | 2020-05-11 | Code |
| 2 | CAGFace | 0.971 | No | Component Attention Guided Face Super-Resolution... | 2019-10-19 | Code |
| 3 | FSRCNN | 0.951 | No | Accelerating the Super-Resolution Convolutional ... | 2016-08-01 | Code |
| 4 | EnhanceNet | 0.934 | No | EnhanceNet: Single Image Super-Resolution Throug... | 2016-12-23 | Code |
| 5 | EDSR | 0.933 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 6 | SRFBN | 0.931 | No | Feedback Network for Image Super-Resolution | 2019-03-23 | Code |
| 7 | SRCNN | 0.924 | No | Image Super-Resolution Using Deep Convolutional ... | 2014-12-31 | Code |
| 8 | SRGAN | 0.807 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 9 | ESRGAN | 0.782 | No | ESRGAN: Enhanced Super-Resolution Generative Adv... | 2018-09-01 | Code |