Metric: SSIM (higher is better)
| # | Model↕ | SSIM▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OneRestore | 0.8828 | No | OneRestore: A Universal Restoration Framework fo... | 2024-07-05 | Code |
| 2 | Restormer | 0.8646 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 3 | WGWSNet | 0.8626 | No | - | - | - |
| 4 | OKNet | 0.8605 | No | - | - | Code |
| 5 | SRUDC | 0.86 | No | Under-Display Camera Image Restoration with Scat... | 2023-08-08 | Code |
| 6 | DGUNet | 0.8559 | No | Deep Generalized Unfolding Networks for Image Re... | 2022-04-28 | Code |
| 7 | MPRNet | 0.8555 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 8 | PromptIR | 0.8499 | No | PromptIR: Prompting for All-in-One Blind Image R... | 2023-06-22 | Code |
| 9 | MIRNet | 0.8474 | No | Learning Enriched Features for Real Image Restor... | 2020-03-15 | Code |
| 10 | MIRNetv2 | 0.8335 | No | Learning Enriched Features for Fast Image Restor... | 2022-04-19 | Code |
| 11 | AirNet | 0.814 | No | - | - | Code |
| 12 | WeatherDiff | 0.7985 | No | Restoring Vision in Adverse Weather Conditions w... | 2022-07-29 | Code |
| 13 | NAFNet | 0.7964 | No | Simple Baselines for Image Restoration | 2022-04-10 | Code |
| 14 | TransWeather | 0.781 | No | TransWeather: Transformer-based Restoration of I... | 2021-11-29 | Code |