Metric: SSIM (higher is better)
| # | Model↕ | SSIM▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Restormer | 0.923 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 2 | MAXIM | 0.922 | No | MAXIM: Multi-Axis MLP for Image Processing | 2022-01-09 | Code |
| 3 | HINet | 0.906 | No | HINet: Half Instance Normalization Network for I... | 2021-05-13 | Code |
| 4 | M3SNet | 0.903 | No | A Mountain-Shaped Single-Stage Network for Accur... | 2023-05-09 | Code |
| 5 | MHNet | 0.903 | No | Mixed Hierarchy Network for Image Restoration | 2023-02-19 | Code |
| 6 | MPRNet | 0.897 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 7 | MSPFN | 0.876 | No | Multi-Scale Progressive Fusion Network for Singl... | 2020-03-24 | Code |
| 8 | RESCAN | 0.835 | No | Recurrent Squeeze-and-Excitation Context Aggrega... | 2018-07-16 | - |
| 9 | UMRL | 0.829 | No | Uncertainty Guided Multi-Scale Residual Learning... | 2019-06-12 | Code |
| 10 | DIDMDN | 0.818 | No | Density-aware Single Image De-raining using a Mu... | 2018-02-21 | Code |
| 11 | DerainNet | 0.81 | No | Clearing the Skies: A deep network architecture ... | 2016-09-07 | Code |
| 12 | SEMI | 0.788 | No | Semi-supervised Transfer Learning for Image Rain... | 2018-07-29 | Code |