Metric: PSNR (higher is better)
| # | Model↕ | PSNR▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | KBNet | 34.19 | No | KBNet: Kernel Basis Network for Image Restoration | 2023-03-06 | Code |
| 2 | Restormer | 34.18 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 3 | HINet | 33.91 | No | HINet: Half Instance Normalization Network for I... | 2021-05-13 | Code |
| 4 | MAXIM | 33.8 | No | MAXIM: Multi-Axis MLP for Image Processing | 2022-01-09 | Code |
| 5 | MPRNet | 33.64 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 6 | MSPFN | 32.82 | No | Multi-Scale Progressive Fusion Network for Singl... | 2020-03-24 | Code |
| 7 | RESCAN | 31.29 | No | Recurrent Squeeze-and-Excitation Context Aggrega... | 2018-07-16 | - |
| 8 | UMRL | 29.97 | No | Uncertainty Guided Multi-Scale Residual Learning... | 2019-06-12 | Code |
| 9 | DIDMDN | 28.13 | No | Density-aware Single Image De-raining using a Mu... | 2018-02-21 | Code |
| 10 | SEMI | 24.43 | No | Semi-supervised Transfer Learning for Image Rain... | 2018-07-29 | Code |
| 11 | DerainNet | 24.31 | No | Clearing the Skies: A deep network architecture ... | 2016-09-07 | Code |