| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 32.83 | 0.956 | 22.2 | MAXIM | 2022-01-09 |
| CogSENet: Blind Image Deblurring with Blur-Conditioned Semantic Routing and Explicit Frequency Fusion | | 32.42 | 0.9533 | | CogSENet (hybrid, 19.4M) | 2026-06-29 |
| AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring | ✓ Link | 32.35 | 0.953 | | AdaRevD | 2024-06-13 |
| MBMamba: When Memory Buffer Meets Mamba for Structure-Aware Image Deblurring | | 32.22 | 0.953 | | MBMamba-L | 2025-08-17 |
| DeepRFTv2: Kernel-level Learning for Image Deblurring | ✓ Link | 32.22 | 0.953 | | DeepRFTv2 | 2025-11-26 |
| Efficient Visual State Space Model for Image Deblurring | ✓ Link | 31.97 | 0.9501 | | EVSSM (trained on GoPro) | 2024-05-23 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 31.94 | 0.949 | | ID-Blau (FFTformer) | 2023-12-18 |
| MBMamba: When Memory Buffer Meets Mamba for Structure-Aware Image Deblurring | | 31.89 | 0.949 | | MBMamba-B | 2025-08-17 |
| 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 |
| A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition | ✓ Link | 31.84 | 0.948 | | MDT | 2025-01-01 |
| A Comparative Study of Image Restoration Networks for General Backbone Network Design | ✓ Link | 31.76 | 0.930 | | X-Restormer (trained on GoPro) | 2023-10-18 |
| BlurDM: A Blur Diffusion Model for Image Deblurring | ✓ Link | 31.76 | 0.947 | | BlurDM (FFTformer, trained on GoPro) | 2025-12-03 |
| XYScanNet: A State Space Model for Single Image Deblurring | | 31.74 | 0.947 | | XYScanNet | 2024-12-13 |
| MBMamba: When Memory Buffer Meets Mamba for Structure-Aware Image Deblurring | | 31.72 | 0.947 | | MBMamba-S | 2025-08-17 |
| Intriguing Findings of Frequency Selection for Image Deblurring | ✓ Link | 31.66 | 0.946 | | DeepRFT+ | 2021-11-23 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 31.66 | 0.947 | | ID-Blau (Restormer) | 2023-12-18 |
| Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring | ✓ Link | 31.66 | 0.946 | | MISC Filter (trained on GoPro) | 2024-04-19 |
| 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 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | ✓ Link | 31.57 | | | MaIR (trained on GoPro) | 2024-12-28 |
| DiNAT-IR: Exploring Dilated Neighborhood Attention for High-Quality Image Restoration | | 31.57 | 0.945 | | DiNAT-IR | 2025-07-23 |
| DiffIR: Efficient Diffusion Model for Image Restoration | ✓ Link | 31.55 | 0.947 | | DiffIR S2 (trained on GoPro) | 2023-03-16 |
| Universal Image Restoration Pre-training via Masked Degradation Classification | ✓ Link | 31.55 | 0.946 | | MaskDCPT-Restormer (trained on GoPro) (extra data) | 2025-10-15 |
| 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 |
| Fast and Accurate Image Restoration with Rank Enhanced Linear Attention | ✓ Link | 31.49 | 0.945 | | LAformer-B | 2026-09-08 |
| 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 |
| Hierarchical Integration Diffusion Model for Realistic Image Deblurring | ✓ Link | 31.46 | 0.945 | | HI-Diff (trained on GoPro) | 2023-05-22 |
| EAMamba: Efficient All-Around Vision State Space Model for Image Restoration | ✓ Link | 31.42 | 0.944 | | EAMamba | 2025-06-27 |
| 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 |
| Compound Multi-branch Feature Fusion for Real Image Restoration | ✓ Link | 28.23 | 0.882 | | CMFNet (trained on GoPro) | 2022-06-02 |
| Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring | ✓ Link | 25.73 | | | Nah et al | 2016-12-07 |