2D Classification on RealBlur-J (trained on GoPro)
Metric: PSNR (sRGB) (higher is better)
Metric: PSNR (sRGB) (higher is better)
| # | Model↕ | PSNR (sRGB)▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | AdaRevD | 30.12 | No | AdaRevD: Adaptive Patch Exiting Reversible Decod... | 2024-06-13 | Code |
| 2 | UFPNet | 29.87 | No | - | - | Code |
| 3 | ALGNet | 29.12 | No | Learning Enriched Features via Selective State S... | 2024-03-29 | Code |
| 4 | Uformer-B | 29.06 | No | Uformer: A General U-Shaped Transformer for Imag... | 2021-06-06 | Code |
| 5 | DeblurDiNAT-L | 28.98 | No | DeblurDiNAT: A Compact Model with Exceptional Ge... | 2024-03-19 | Code |
| 6 | Restormer | 28.96 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 7 | DeepRFT+ | 28.88 | No | Intriguing Findings of Frequency Selection for I... | 2021-11-23 | Code |
| 8 | MAXIM | 28.83 | No | MAXIM: Multi-Axis MLP for Image Processing | 2022-01-09 | Code |
| 9 | MSSNet | 28.79 | No | MSSNet: Multi-Scale-Stage Network for Single Ima... | 2022-02-19 | Code |
| 10 | MPRNet | 28.7 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 11 | DeblurGAN-v2 | 28.7 | No | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |
| 12 | SRN | 28.56 | No | Scale-recurrent Network for Deep Image Deblurring | 2018-02-06 | Code |
| 13 | Pan et al | 27.22 | No | - | - | - |
| 14 | Hu et al | 26.41 | No | - | - | - |