| CogSENet: Blind Image Deblurring with Blur-Conditioned Semantic Routing and Explicit Frequency Fusion | | 41.91 | 0.981 | | CogSENet (hybrid, 19.4M) | 2026-06-29 |
| DeepRFTv2: Kernel-level Learning for Image Deblurring | ✓ Link | 41.39 | 0.977 | | DeepRFTv2 | 2025-11-26 |
| Leveraging Phase Information to Boost Unrolled Network Learning for Image Deblurring | | 41.29 | 0.979 | | UPADNet | 2026-06-30 |
| Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring | ✓ Link | 41.23 | 0.978 | | MISC Filter | 2024-04-19 |
| AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring | ✓ Link | 41.19 | 0.979 | | AdaRevD | 2024-06-13 |
| Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring | ✓ Link | 41.16 | 0.981 | | ALGNet | 2024-03-29 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 41.06 | 0.977 | | ID-Blau (Stripformer) | 2023-12-18 |
| Efficient Visual State Space Model for Image Deblurring | ✓ Link | 41.04 | 0.977 | | EVSSM | 2024-05-23 |
| Hierarchical Integration Diffusion Model for Realistic Image Deblurring | ✓ Link | 41.01 | 0.978 | | HI-Diff (trained on RealBlur-R) | 2023-05-22 |
| BlurDM: A Blur Diffusion Model for Image Deblurring | ✓ Link | 41.00 | 0.977 | | BlurDM (Stripformer, trained on RealBlur-R) | 2025-12-03 |
| Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring | ✓ Link | 40.69 | 0.976 | | MLWNet | 2023-12-29 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 40.45 | 0.975 | | ID-Blau (FFTformer) | 2023-12-18 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 40.31 | 0.974 | | ID-Blau (Restormer) | 2023-12-18 |
| LoFormer: Local Frequency Transformer for Image Deblurring | ✓ Link | 40.23 | 0.974 | | LoFormer | 2024-07-24 |
| Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring | ✓ Link | 40.11 | 0.9737 | | FFTformer | 2022-11-22 |
| Intriguing Findings of Frequency Selection for Image Deblurring | ✓ Link | 40.01 | 0.973 | | DeepRFT+ | 2021-11-23 |
| Stripformer: Strip Transformer for Fast Image Deblurring | ✓ Link | 39.84 | 0.974 | 20 | Stripformer | 2022-04-10 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | ✓ Link | 39.76 | 0.972 | 15.59 | MSSNet | 2022-02-19 |
| BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring | ✓ Link | 39.55 | 0.971 | | BANet | 2021-01-19 |
| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 39.45 | | | MAXIM | 2022-01-09 |
| Multi-Stage Progressive Image Restoration | ✓ Link | 39.31 | 0.972 | | MPRNet | 2021-02-04 |
| Scale-recurrent Network for Deep Image Deblurring | ✓ Link | 38.65 | 0.965 | 8.06 | SRN | 2018-02-06 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | ✓ Link | 36.44 | 0.935 | | DeblurGAN-v2 | 2019-08-10 |
| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | | 0.961 | | MAXIM-3S | 2022-01-09 |