Metric: PSNR (higher is better)
| # | Model↕ | PSNR▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HiFaceGAN | 28.65 | No | HiFaceGAN: Face Renovation via Collaborative Sup... | 2020-05-11 | Code |
| 2 | CAGFace | 27.42 | No | Component Attention Guided Face Super-Resolution... | 2019-10-19 | Code |
| 3 | BRGM | 24.16 | No | Bayesian Image Reconstruction using Deep Generat... | 2020-12-08 | Code |
| 4 | EnhanceNet | 23.64 | No | EnhanceNet: Single Image Super-Resolution Throug... | 2016-12-23 | Code |
| 5 | SRCNN | 23.12 | No | Image Super-Resolution Using Deep Convolutional ... | 2014-12-31 | Code |
| 6 | EDSR | 22.47 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 7 | FSRCNN | 22.45 | No | Accelerating the Super-Resolution Convolutional ... | 2016-08-01 | Code |
| 8 | SRFBN | 21.96 | No | Feedback Network for Image Super-Resolution | 2019-03-23 | Code |
| 9 | SRGAN | 17.57 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 10 | PULSE | 15.74 | No | PULSE: Self-Supervised Photo Upsampling via Late... | 2020-03-08 | Code |
| 11 | ESRGAN | 15.43 | No | ESRGAN: Enhanced Super-Resolution Generative Adv... | 2018-09-01 | Code |