2D Classification on RealBlur-J (trained on GoPro)
Metric: SSIM (sRGB) (higher is better)
Metric: SSIM (sRGB) (higher is better)
| # | Model↕ | SSIM (sRGB)▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | AdaRevD | 0.894 | No | AdaRevD: Adaptive Patch Exiting Reversible Decod... | 2024-06-13 | Code |
| 2 | ALGNet | 0.886 | No | Learning Enriched Features via Selective State S... | 2024-03-29 | Code |
| 3 | DeblurDiNAT-L | 0.885 | No | DeblurDiNAT: A Compact Model with Exceptional Ge... | 2024-03-19 | Code |
| 4 | UFPNet | 0.884 | No | - | - | Code |
| 5 | Uformer-B | 0.884 | No | Uformer: A General U-Shaped Transformer for Imag... | 2021-06-06 | Code |
| 6 | DeepRFT+ | 0.88 | No | Intriguing Findings of Frequency Selection for I... | 2021-11-23 | Code |
| 7 | Restormer | 0.879 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 8 | MSSNet | 0.879 | No | MSSNet: Multi-Scale-Stage Network for Single Ima... | 2022-02-19 | Code |
| 9 | MAXIM | 0.875 | No | MAXIM: Multi-Axis MLP for Image Processing | 2022-01-09 | Code |
| 10 | MPRNet | 0.873 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 11 | DeblurGAN-v2 | 0.866 | No | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |
| 12 | DeblurGAN | 0.834 | No | DeblurGAN: Blind Motion Deblurring Using Conditi... | 2017-11-19 | Code |
| 13 | Hu et al | 0.803 | No | - | - | - |
| 14 | Pan et al | 0.79 | No | - | - | - |