| AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring | ✓ Link | 36.53 | 0.957 | AdaRevD | 2024-06-13 |
| Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring | ✓ Link | 36.35 | 0.961 | ALGNet | 2024-03-29 |
| A Comparative Study of Image Restoration Networks for General Backbone Network Design | ✓ Link | 36.27 | 0.958 | X-Restormer (trained on GoPro) | 2023-10-18 |
| Uformer: A General U-Shaped Transformer for Image Restoration | ✓ Link | 36.22 | 0.957 | Uformer-B | 2021-06-06 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | ✓ Link | 36.19 | 0.957 | Restormer | 2021-11-18 |
| Intriguing Findings of Frequency Selection for Image Deblurring | ✓ Link | 36.11 | 0.955 | DeepRFT | 2021-11-23 |
| DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains | ✓ Link | 36.09 | 0.955 | DeblurDiNAT-L | 2024-03-19 |
| Revisiting Image Deblurring with an Efficient ConvNet | ✓ Link | 36.08 | 0.955 | LaKDNet | 2023-02-04 |
| Multi-Stage Progressive Image Restoration | ✓ Link | 35.99 | 0.952 | MPRNet | 2021-02-04 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | ✓ Link | 35.93 | 0.953 | MSSNet | 2022-02-19 |
| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 35.78 | | MAXIM | 2022-01-09 |
| A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition | ✓ Link | 34.37 | 0.948 | MDT | 2025-01-01 |
| Blind Image Deblurring Using Dark Channel Prior | | 34.01 | 0.916 | Pan et al | 2016-06-01 |
| Deblurring Low-light Images with Light Streaks | | 33.67 | 0.916 | Hu et al | 2014-06-01 |
| Deep Stacked Hierarchical Multi-patch Network for Image Deblurring | ✓ Link | | 0.948 | DMPHN | 2019-04-06 |
| Scale-recurrent Network for Deep Image Deblurring | ✓ Link | | 0.947 | SRN | 2018-02-06 |
| Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks | ✓ Link | | 0.947 | Zhang et al | 2018-06-01 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | ✓ Link | | 0.944 | DeblurGAN-v2 | 2019-08-10 |
| Unnatural L0 Sparse Representation for Natural Image Deblurring | | | 0.937 | Xu et al | 2013-06-01 |
| DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks | ✓ Link | | 0.903 | DeblurGAN | 2017-11-19 |
| Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring | ✓ Link | | 0.841 | Nah et al | 2016-12-07 |