Metric: Average PSNR (dB) (higher is better)
| # | Model↕ | Average PSNR (dB)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OneRestore | 28.72 | No | OneRestore: A Universal Restoration Framework fo... | 2024-07-05 | Code |
| 2 | SRUDC | 27.64 | No | Under-Display Camera Image Restoration with Scat... | 2023-08-08 | Code |
| 3 | Restormer | 26.99 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 4 | WGWSNet | 26.96 | No | - | - | - |
| 5 | DGUNet | 26.92 | No | Deep Generalized Unfolding Networks for Image Re... | 2022-04-28 | Code |
| 6 | OKNet | 26.33 | No | - | - | Code |
| 7 | MIRNet | 25.97 | No | Learning Enriched Features for Real Image Restor... | 2020-03-15 | Code |
| 8 | PromptIR | 25.9 | No | PromptIR: Prompting for All-in-One Blind Image R... | 2023-06-22 | Code |
| 9 | MPRNet | 25.47 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 10 | MIRNetv2 | 25.37 | No | Learning Enriched Features for Fast Image Restor... | 2022-04-19 | Code |
| 11 | NAFNet | 24.13 | No | Simple Baselines for Image Restoration | 2022-04-10 | Code |
| 12 | AirNet | 23.75 | No | - | - | Code |
| 13 | TransWeather | 23.13 | No | TransWeather: Transformer-based Restoration of I... | 2021-11-29 | Code |
| 14 | WeatherDiff | 22.49 | No | Restoring Vision in Adverse Weather Conditions w... | 2022-07-29 | Code |