| 1 | BSSTNet | 35.98 | No | Blur-aware Spatio-temporal Sparse Transformer fo... | 2024-06-11 | Code |
| 2 | GShift-Net | 35.88 | Yes | A Simple Baseline for Video Restoration with Gro... | 2022-06-22 | Code |
| 3 | DLEFNet | 35.61 | Yes | Deformable Convolutions and LSTM-based Flexible ... | 2023-06-01 | - |
| 4 | EFNet | 35.46 | Yes | Event-Based Fusion for Motion Deblurring with Cr... | 2021-11-30 | Code |
| 5 | NIRE | 35.03 | Yes | Neural Image Re-Exposure | 2023-05-23 | Code |
| 6 | VRT | 34.81 | Yes | VRT: A Video Restoration Transformer | 2022-01-28 | Code |
| 7 | AdaRevD | 34.6 | No | AdaRevD: Adaptive Patch Exiting Reversible Decod... | 2024-06-13 | Code |
| 8 | AdaRevD | 34.6 | No | AdaRevD: Adaptive Patch Exiting Reversible Decod... | 2024-06-13 | Code |
| 9 | Turtle | 34.5 | No | Learning Truncated Causal History Model for Vide... | 2024-10-04 | Code |
| 10 | EVSSM | 34.5 | No | Efficient Visual State Space Model for Image Deb... | 2024-05-23 | Code |
| 11 | ID-Blau (FFTformer) | 34.36 | No | ID-Blau: Image Deblurring by Implicit Diffusion-... | 2023-12-18 | Code |
| 12 | MDT | 34.26 | No | - | - | - |
| 13 | fftformer | 34.21 | Yes | Efficient Frequency Domain-based Transformers fo... | 2022-11-22 | Code |
| 14 | LoFormer | 34.09 | No | LoFormer: Local Frequency Transformer for Image ... | 2024-07-24 | Code |
| 15 | UFPDeblur | 34.06 | No | - | - | Code |
| 16 | ALGNet-B | 34.05 | No | Learning Enriched Features via Selective State S... | 2024-03-29 | Code |
| 17 | MR-VNet | 34.04 | No | - | - | - |
| 18 | Hi-IR-L | 33.99 | No | Hierarchical Information Flow for Generalized Ef... | 2024-11-27 | - |
| 19 | GRL | 33.93 | No | Efficient and Explicit Modelling of Image Hierar... | 2023-03-01 | Code |
| 20 | XYScanNet | 33.91 | No | XYScanNet: A State Space Model for Single Image ... | 2024-12-13 | - |
| 21 | Instruct-IPT | 33.86 | Yes | Instruct-IPT: All-in-One Image Processing Transf... | 2024-06-30 | Code |
| 22 | MADANet | 33.84 | Yes | - | - | - |
| 23 | MADANet | 33.84 | Yes | - | - | - |
| 24 | MLWNet | 33.83 | No | Efficient Multi-scale Network with Learnable Dis... | 2023-12-29 | Code |
| 25 | RNN-MBP-Local | 33.8 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 26 | CGNet | 33.77 | No | CascadedGaze: Efficiency in Global Context Extra... | 2024-01-26 | Code |
| 27 | NAFNet-MH-C | 33.75 | No | Multi-Outputs Is All You Need For Deblur | 2022-08-27 | Code |
| 28 | M3SNet | 33.74 | No | A Mountain-Shaped Single-Stage Network for Accur... | 2023-05-09 | Code |
| 29 | CAPTNet | 33.74 | No | Prompt-based Ingredient-Oriented All-in-One Imag... | 2023-09-06 | Code |
| 30 | LAKDNet | 33.72 | No | Revisiting Image Deblurring with an Efficient Co... | 2023-02-04 | Code |
| 31 | NAFNet | 33.69 | No | Simple Baselines for Image Restoration | 2022-04-10 | Code |
| 32 | NAFNet - TLC | 33.69 | No | Simple Baselines for Image Restoration | 2022-04-10 | Code |
| 33 | MaIR | 33.69 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 34 | ID-Blau (Stripformer) | 33.66 | No | ID-Blau: Image Deblurring by Implicit Diffusion-... | 2023-12-18 | Code |
| 35 | DeblurDiNAT-L | 33.63 | No | DeblurDiNAT: A Compact Model with Exceptional Ge... | 2024-03-19 | Code |
| 36 | Restormer-Local | 33.57 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 37 | Restormer-TLC | 33.57 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 38 | DeepRFT+ | 33.52 | No | Intriguing Findings of Frequency Selection for I... | 2021-11-23 | Code |
| 39 | DeepRFT+ | 33.52 | No | Intriguing Findings of Frequency Selection for I... | 2021-11-23 | Code |
| 40 | ID-Blau (Restormer) | 33.51 | No | ID-Blau: Image Deblurring by Implicit Diffusion-... | 2023-12-18 | Code |
| 41 | MSSNet-large | 33.39 | No | MSSNet: Multi-Scale-Stage Network for Single Ima... | 2022-02-19 | Code |
| 42 | RNN-MBP | 33.32 | No | Deep Recurrent Neural Network with Multi-scale B... | 2021-12-09 | Code |
| 43 | MPRNet-local | 33.31 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 44 | MPRNet-TLC | 33.31 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 45 | FSNet | 33.29 | No | - | - | Code |
| 46 | MSDI-Net | 33.28 | No | Learning Degradation Representations for Image D... | 2022-08-10 | Code |
| 47 | ChaIR | 33.28 | No | - | - | Code |
| 48 | ConvIR | 33.28 | No | - | - | Code |
| 49 | SFNet | 33.27 | No | - | - | Code |
| 50 | IRNeXt | 33.16 | No | - | - | Code |
| 51 | HINet-local | 33.08 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 52 | Stripformer | 33.08 | No | Stripformer: Strip Transformer for Fast Image De... | 2022-04-10 | Code |
| 53 | HINet-TLC | 33.08 | No | Improving Image Restoration by Revisiting Global... | 2021-12-08 | Code |
| 54 | MHNet | 33.04 | No | Mixed Hierarchy Network for Image Restoration | 2023-02-19 | Code |
| 55 | FGST | 33.03 | No | Flow-Guided Sparse Transformer for Video Deblurr... | 2022-01-06 | Code |
| 56 | MSSNet | 33.01 | No | MSSNet: Multi-Scale-Stage Network for Single Ima... | 2022-02-19 | Code |
| 57 | Uformer-B | 32.97 | No | Uformer: A General U-Shaped Transformer for Imag... | 2021-06-06 | Code |
| 58 | Uformer-B | 32.97 | No | Uformer: A General U-Shaped Transformer for Imag... | 2021-06-06 | Code |
| 59 | Restormer | 32.92 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 60 | Restormer | 32.92 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 61 | MAXIM-3S | 32.86 | No | MAXIM: Multi-Axis MLP for Image Processing | 2022-01-09 | Code |
| 62 | MAXIM-3S | 32.86 | No | MAXIM: Multi-Axis MLP for Image Processing | 2022-01-09 | Code |
| 63 | HINet | 32.71 | No | HINet: Half Instance Normalization Network for I... | 2021-05-13 | Code |
| 64 | MIMO-UNet++ | 32.68 | No | Rethinking Coarse-to-Fine Approach in Single Ima... | 2021-08-11 | Code |
| 65 | MIMO-UNet++ | 32.68 | No | Rethinking Coarse-to-Fine Approach in Single Ima... | 2021-08-11 | Code |
| 66 | MPRNet | 32.66 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 67 | MPRNet | 32.66 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 68 | BANet | 32.54 | No | BANet: Blur-aware Attention Networks for Dynamic... | 2021-01-19 | Code |
| 69 | STDAN | 32.29 | No | Spatio-Temporal Deformable Attention Network for... | 2022-07-22 | Code |
| 70 | MB2D | 32.16 | Yes | Blur More To Deblur Better: Multi-Blur2Deblur Fo... | 2020-12-23 | - |
| 71 | MB2D | 32.16 | Yes | Blur More To Deblur Better: Multi-Blur2Deblur Fo... | 2020-12-23 | - |
| 72 | RADNet | 32.15 | Yes | Motion Deblurring with an Adaptive Network | 2019-03-25 | - |
| 73 | RADNet | 32.15 | Yes | Motion Deblurring with an Adaptive Network | 2019-03-25 | - |
| 74 | SAPHNet | 32.02 | Yes | Spatially-Attentive Patch-Hierarchical Network f... | 2020-04-11 | - |
| 75 | MSSNet-small | 32.02 | No | MSSNet: Multi-Scale-Stage Network for Single Ima... | 2022-02-19 | Code |
| 76 | SAPHNet | 32.02 | Yes | Spatially-Attentive Patch-Hierarchical Network f... | 2020-04-11 | - |
| 77 | S2SVR | 31.82 | No | Unsupervised Flow-Aligned Sequence-to-Sequence L... | 2022-05-20 | Code |
| 78 | Learning Event-Based Motion Deblurring | 31.79 | Yes | Learning Event-Based Motion Deblurring | 2020-04-13 | - |
| 79 | Learning Event-Based Motion Deblurring | 31.79 | Yes | Learning Event-Based Motion Deblurring | 2020-04-13 | - |
| 80 | CDVD-TSP | 31.67 | Yes | Cascaded Deep Video Deblurring Using Temporal Sh... | 2020-04-06 | Code |
| 81 | SRN+PSS+NSC | 31.58 | Yes | - | - | Code |
| 82 | SRN+PSS+NSC | 31.58 | Yes | - | - | Code |
| 83 | DMPHN | 31.5 | Yes | Deep Stacked Hierarchical Multi-patch Network fo... | 2019-04-06 | Code |
| 84 | DMPHN | 31.5 | Yes | Deep Stacked Hierarchical Multi-patch Network fo... | 2019-04-06 | Code |
| 85 | SDWNet | 31.36 | No | SDWNet: A Straight Dilated Network with Wavelet ... | 2021-10-12 | Code |
| 86 | MT-RNN | 31.15 | Yes | Multi-Temporal Recurrent Neural Networks For Pro... | 2019-11-18 | Code |
| 87 | MT-RNN | 31.15 | Yes | Multi-Temporal Recurrent Neural Networks For Pro... | 2019-11-18 | Code |
| 88 | DBCPeNet | 31.1 | Yes | - | - | Code |
| 89 | DBGAN | 31.1 | Yes | Deblurring by Realistic Blurring | 2020-04-04 | Code |
| 90 | DBCPeNet | 31.1 | Yes | - | - | Code |
| 91 | DBGAN | 31.1 | Yes | Deblurring by Realistic Blurring | 2020-04-04 | Code |
| 92 | ESTRNN | 31.07 | Yes | Real-world Video Deblurring: A Benchmark Dataset... | 2021-06-30 | Code |
| 93 | ESTRNN | 31.07 | Yes | Real-world Video Deblurring: A Benchmark Dataset... | 2021-06-30 | Code |
| 94 | IR-SDE | 30.7 | No | Image Restoration with Mean-Reverting Stochastic... | 2023-01-27 | Code |
| 95 | Blurred-Image-to-Video | 30.58 | Yes | Bringing Alive Blurred Moments | 2018-04-09 | Code |
| 96 | Blurred-Image-to-Video | 30.58 | Yes | Bringing Alive Blurred Moments | 2018-04-09 | Code |
| 97 | DeepDeblur-PyTorch | 30.12 | Yes | - | - | - |
| 98 | DeblurGAN-v2 | 29.55 | Yes | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |
| 99 | DeblurGAN-v2 | 29.55 | Yes | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |
| 100 | Nah et al | 29.08 | Yes | Deep Multi-scale Convolutional Neural Network fo... | 2016-12-07 | Code |
| 101 | Nah et al | 29.08 | Yes | Deep Multi-scale Convolutional Neural Network fo... | 2016-12-07 | Code |
| 102 | Ghost-DeblurGAN | 28.75 | No | Application of Ghost-DeblurGAN to Fiducial Marke... | 2021-09-08 | Code |
| 103 | STFAN | 28.59 | Yes | Spatio-Temporal Filter Adaptive Network for Vide... | 2019-04-28 | Code |
| 104 | STFAN | 28.59 | Yes | Spatio-Temporal Filter Adaptive Network for Vide... | 2019-04-28 | Code |
| 105 | DeblurGANv2-MobileNet | 28.17 | Yes | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |
| 106 | DeblurGANv2-MobileNet | 28.17 | Yes | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |
| 107 | DeblurGANv2-MobileNet-DSC | 28.03 | Yes | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |
| 108 | DeblurGANv2-MobileNet-DSC | 28.03 | Yes | DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F... | 2019-08-10 | Code |