Metric: Average PSNR (higher is better)
| # | Model↕ | Average PSNR▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MLWNet | 34.94 | No | Efficient Multi-scale Network with Learnable Dis... | 2023-12-29 | Code |
| 2 | SegDeblur | 34.63 | No | Real-World Efficient Blind Motion Deblurring via... | 2024-04-18 | - |
| 3 | SFNet | 34.35 | No | - | - | Code |
| 4 | FSNet | 34.31 | No | - | - | Code |
| 5 | IRNext | 34.08 | No | - | - | Code |
| 6 | ConvIR | 34.06 | No | - | - | Code |
| 7 | Uformer-B | 33.98 | No | Uformer: A General U-Shaped Transformer for Imag... | 2021-06-06 | Code |
| 8 | Restormer | 33.69 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 9 | MPRNet | 33.61 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 10 | MIMO-UNet+ | 33.37 | No | Rethinking Coarse-to-Fine Approach in Single Ima... | 2021-08-11 | Code |
| 11 | MIMO-UNet | 32.73 | No | Rethinking Coarse-to-Fine Approach in Single Ima... | 2021-08-11 | Code |
| 12 | SRN-Deblur | 32.53 | No | Scale-recurrent Network for Deep Image Deblurring | 2018-02-06 | Code |