| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 32.83 | 0.956 | 22.2 | MAXIM | 2022-01-09 |
| AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring | ✓ Link | 32.35 | 0.953 | | AdaRevD | 2024-06-13 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 31.94 | 0.949 | | ID-Blau (FFTformer) | 2023-12-18 |
| Prompt-based Ingredient-Oriented All-in-One Image Restoration | ✓ Link | 31.86 | 0.949 | | CAPTNet | 2023-09-06 |
| LoFormer: Local Frequency Transformer for Image Deblurring | ✓ Link | 31.86 | 0.949 | | LoFormer | 2024-07-24 |
| XYScanNet: A State Space Model for Single Image Deblurring | | 31.74 | 0.947 | | XYScanNet | 2024-12-13 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 31.66 | 0.947 | | ID-Blau (Restormer) | 2023-12-18 |
| Intriguing Findings of Frequency Selection for Image Deblurring | ✓ Link | 31.66 | 0.946 | | DeepRFT+ | 2021-11-23 |
| Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring | ✓ Link | 31.62 | 0.9455 | 16.6 | FFTformer | 2022-11-22 |
| Revisiting Image Deblurring with an Efficient ConvNet | ✓ Link | 31.58 | 0.946 | 37.5 | LaKDNet | 2023-02-04 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 31.50 | 0.944 | | ID-Blau (Stripformer) | 2023-12-18 |
| Improving Image Restoration by Revisiting Global Information Aggregation | ✓ Link | 31.49 | 0.945 | 26.13 | Restormer-TLC | 2021-12-08 |
| DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains | ✓ Link | 31.47 | 0.944 | 16.1 | DeblurDiNAT-L | 2024-03-19 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | ✓ Link | 31.22 | 0.942 | 26.13 | Restormer | 2021-11-18 |
| Improving Image Restoration by Revisiting Global Information Aggregation | ✓ Link | 31.19 | 0.942 | 20.1 | MPRNet-TLC | 2021-12-08 |
| Stripformer: Strip Transformer for Fast Image Deblurring | ✓ Link | 31.03 | 0.94 | | Stripformer | 2022-04-10 |
| Multi-Stage Progressive Image Restoration | ✓ Link | 30.96 | 0.939 | 20.1 | MPRNet | 2021-02-04 |
| Uformer: A General U-Shaped Transformer for Image Restoration | ✓ Link | 30.83 | 0.952 | 50.88 | Uformer-B | 2021-06-06 |
| BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring | ✓ Link | 30.16 | 0.93 | | BANet | 2021-01-19 |
| []() | | 29.98 | 0.930 | | Suin et al | |
| Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training | ✓ Link | 29.15 | 0.918 | 2.6 | MT-RNN | 2019-11-18 |
| []() | | 29.11 | 0.913 | | Gao et al | |
| Deep Stacked Hierarchical Multi-patch Network for Image Deblurring | ✓ Link | 29.09 | 0.924 | 7.23 | DMPHN | 2019-04-06 |
| Deblurring by Realistic Blurring | ✓ Link | 28.94 | 0.915 | | DBGAN | 2020-04-04 |
| Scale-recurrent Network for Deep Image Deblurring | ✓ Link | 28.36 | 0.915 | 8.06 | SRN | 2018-02-06 |
| Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring | ✓ Link | 25.73 | | | Nah et al | 2016-12-07 |