| Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring | ✓ Link | 35.98 | 0.9792 | BSSTNet | 2024-06-11 |
| A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift | ✓ Link | 35.88 | 0.979 | GShift-Net | 2022-06-22 |
| Deformable Convolutions and LSTM-based Flexible Event Frame Fusion Network for Motion Deblurring | | 35.61 | 0.973 | DLEFNet | 2023-06-01 |
| Event-Based Fusion for Motion Deblurring with Cross-modal Attention | ✓ Link | 35.46 | 0.972 | EFNet | 2021-11-30 |
| Neural Image Re-Exposure | ✓ Link | 35.03 | 0.973 | NIRE | 2023-05-23 |
| VRT: A Video Restoration Transformer | ✓ Link | 34.81 | 0.9724 | VRT | 2022-01-28 |
| AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring | ✓ Link | 34.6 | 0.972 | AdaRevD | 2024-06-13 |
| Learning Truncated Causal History Model for Video Restoration | ✓ Link | 34.5 | 0.972 | Turtle | 2024-10-04 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 34.36 | 0.970 | ID-Blau (FFTformer) | 2023-12-18 |
| XYScanNet: A State Space Model for Single Image Deblurring | | 33.91 | 0.968 | XYScanNet | 2024-12-13 |
| Motion Aware Double Attention Network for Dynamic Scene Deblurring | | 33.84 | 0.964 | MADANet | 2020-06-19 |
| Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring | ✓ Link | 33.83 | 0.968 | MLWNet | 2023-12-29 |
| Improving Image Restoration by Revisiting Global Information Aggregation | ✓ Link | 33.8 | 0.966 | RNN-MBP-Local | 2021-12-08 |
| Simple Baselines for Image Restoration | ✓ Link | 33.69 | 0.967 | NAFNet | 2022-04-10 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 33.66 | 0.966 | ID-Blau (Stripformer) | 2023-12-18 |
| DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains | ✓ Link | 33.63 | 0.967 | DeblurDiNAT-L | 2024-03-19 |
| Improving Image Restoration by Revisiting Global Information Aggregation | ✓ Link | 33.57 | 0.966 | Restormer-Local | 2021-12-08 |
| Intriguing Findings of Frequency Selection for Image Deblurring | ✓ Link | 33.52 | 0.965 | DeepRFT+ | 2021-11-23 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | ✓ Link | 33.51 | 0.965 | ID-Blau (Restormer) | 2023-12-18 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | ✓ Link | 33.39 | 0.964 | MSSNet-large | 2022-02-19 |
| Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring | ✓ Link | 33.32 | 0.9627 | RNN-MBP | 2021-12-09 |
| Improving Image Restoration by Revisiting Global Information Aggregation | ✓ Link | 33.31 | 0.964 | MPRNet-local | 2021-12-08 |
| Selective Frequency Network for Image Restoration | ✓ Link | 33.27 | 0.963 | SFNet | 2023-04-13 |
| Improving Image Restoration by Revisiting Global Information Aggregation | ✓ Link | 33.08 | 0.962 | HINet-local | 2021-12-08 |
| Stripformer: Strip Transformer for Fast Image Deblurring | ✓ Link | 33.08 | 0.962 | Stripformer | 2022-04-10 |
| Flow-Guided Sparse Transformer for Video Deblurring | ✓ Link | 33.03 | 0.964 | FGST | 2022-01-06 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | ✓ Link | 33.01 | 0.961 | MSSNet | 2022-02-19 |
| Uformer: A General U-Shaped Transformer for Image Restoration | ✓ Link | 32.97 | 0.967 | Uformer-B | 2021-06-06 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | ✓ Link | 32.92 | 0.961 | Restormer | 2021-11-18 |
| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 32.86 | | MAXIM-3S | 2022-01-09 |
| HINet: Half Instance Normalization Network for Image Restoration | ✓ Link | 32.71 | | HINet | 2021-05-13 |
| Rethinking Coarse-to-Fine Approach in Single Image Deblurring | ✓ Link | 32.68 | 0.959 | MIMO-UNet++ | 2021-08-11 |
| Multi-Stage Progressive Image Restoration | ✓ Link | 32.66 | 0.959 | MPRNet | 2021-02-04 |
| BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring | ✓ Link | 32.54 | 0.957 | BANet | 2021-01-19 |
| Spatio-Temporal Deformable Attention Network for Video Deblurring | ✓ Link | 32.29 | 0.9313 | STDAN | 2022-07-22 |
| Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring | | 32.16 | 0.953 | MB2D | 2020-12-23 |
| Motion Deblurring with an Adaptive Network | | 32.15 | 0.9560 | RADNet | 2019-03-25 |
| Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring | | 32.02 | 0.953 | SAPHNet | 2020-04-11 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | ✓ Link | 32.02 | 0.953 | MSSNet-small | 2022-02-19 |
| Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration | ✓ Link | 31.82 | 0.923 | S2SVR | 2022-05-20 |
| Learning Event-Based Motion Deblurring | | 31.79 | 0.949 | Learning Event-Based Motion Deblurring | 2020-04-13 |
| Cascaded Deep Video Deblurring Using Temporal Sharpness Prior | ✓ Link | 31.67 | 0.9279 | CDVD-TSP | 2020-04-06 |
| Dynamic Scene Deblurring With Parameter Selective Sharing and Nested Skip Connections | ✓ Link | 31.58 | 0.9478 | SRN+PSS+NSC | 2019-06-01 |
| Deep Stacked Hierarchical Multi-patch Network for Image Deblurring | ✓ Link | 31.50 | 0.9483 | DMPHN | 2019-04-06 |
| Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training | ✓ Link | 31.15 | 0.945 | MT-RNN | 2019-11-18 |
| Dark and Bright Channel Prior Embedded Network for Dynamic Scene Deblurring | ✓ Link | 31.10 | 0.945 | DBCPeNet | 2020-05-21 |
| Deblurring by Realistic Blurring | ✓ Link | 31.10 | 0.9424 | DBGAN | 2020-04-04 |
| Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network | ✓ Link | 31.07 | 0.9023 | ESTRNN | 2021-06-30 |
| Bringing Alive Blurred Moments | ✓ Link | 30.58 | 0.941 | Blurred-Image-to-Video | 2018-04-09 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | ✓ Link | 29.55 | 0.934 | DeblurGAN-v2 | 2019-08-10 |
| Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring | ✓ Link | 29.08 | 0.9135 | Nah et al | 2016-12-07 |
| Application of Ghost-DeblurGAN to Fiducial Marker Detection | ✓ Link | 28.75 | 0.919 | Ghost-DeblurGAN | 2021-09-08 |
| Spatio-Temporal Filter Adaptive Network for Video Deblurring | ✓ Link | 28.59 | 0.861 | STFAN | 2019-04-28 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | ✓ Link | 28.17 | 0.925 | DeblurGANv2-MobileNet | 2019-08-10 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | ✓ Link | 28.03 | 0.922 | DeblurGANv2-MobileNet-DSC | 2019-08-10 |
| Scale-recurrent Network for Deep Image Deblurring | ✓ Link | | 0.9342 | SRN | 2018-02-06 |