Metric: Params (M) (higher is better)
| # | Model↕ | Params (M)▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Uformer-B | 50.88 | No | Uformer: A General U-Shaped Transformer for Imag... | 2021-06-06 | Code |
| 2 | LaKDNet | 37.5 | No | Revisiting Image Deblurring with an Efficient Co... | 2023-02-04 | Code |
| 3 | Restormer-TLC | 26.13 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 4 | Restormer | 26.13 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 5 | MAXIM | 22.2 | No | MAXIM: Multi-Axis MLP for Image Processing | 2022-01-09 | Code |
| 6 | MPRNet-TLC | 20.1 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 7 | MPRNet | 20.1 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 8 | FFTformer | 16.6 | No | Efficient Frequency Domain-based Transformers fo... | 2022-11-22 | Code |
| 9 | DeblurDiNAT-L | 16.1 | No | DeblurDiNAT: A Compact Model with Exceptional Ge... | 2024-03-19 | Code |
| 10 | SRN | 8.06 | No | Scale-recurrent Network for Deep Image Deblurring | 2018-02-06 | Code |
| 11 | DMPHN | 7.23 | No | Deep Stacked Hierarchical Multi-patch Network fo... | 2019-04-06 | Code |
| 12 | MT-RNN | 2.6 | No | Multi-Temporal Recurrent Neural Networks For Pro... | 2019-11-18 | Code |