Image Deblurring on HIDE
32.42PSNRCogSENet+
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CogSENet+Params (M)=19.42026.06 | 32.42 | 0.9533 | |
| AdaRevDParams (M)=152.42026.06 | 32.26 | 0.952 | |
| CogSENetParams (M)=8.92026.06 | 32.18 | 0.9514 | |
| EVSSMParams (M)=17.12026.06 | 31.99 | 0.9503 | |
| UnfoldLDMSources=Ours2025.11 | 31.85 | 0.948 | |
| MDTSources=CVPR252025.11 | 31.84 | 0.948 | |
| UFPNetSources=CVPR232025.11 | 31.74 | 0.947 | |
| FMIMO-UNet+Group=I2021.11 | 31.66 | 0.946 | |
| MISC FilterSources=CVPR242025.11 | 31.66 | 0.946 | |
| ALGNetParams (M)=54.62026.06 | 31.64 | 0.947 | |
| MRLPFNetParams (M)=20.62026.06 | 31.63 | 0.9465 | |
| FFTformerSources=CVPR232025.11 | 31.62 | 0.946 | |
| FFTformerParams (M)=16.62026.06 | 31.62 | 0.9455 | |
| Restormer+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.03 | 31.51 | 0.95 | |
| RestormerEvaluation Mode=Local2023.05 | 31.49 | 0.945 | |
| M3SNetWidth=642023.05 | 31.49 | 0.951 | |
| NAFNet64Group=I2021.11 | 31.32 | 0.943 | |
| NAFNetParams (M)=67.92026.06 | 31.31 | 0.9427 | |
| RestormerGroup=I2021.11 | 31.22 | 0.942 | |
| Restormer2024.03 | 31.22 | 0.942 | |
| Restormer2023.05 | 31.22 | 0.942 | |
| RestormerParams (M)=26.12026.06 | 31.22 | 0.942 | |
| FMIMO-UNetGroup=I2021.11 | 31.19 | 0.943 | |
| MPRNet+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.03 | 31.19 | 0.943 | |
| MPRNetEvaluation Mode=Local2023.05 | 31.19 | 0.945 | |
| DeepSN-NetSources=TPAMI252025.11 | 31.14 | 0.941 | |
| FNAFNet64Group=I2021.11 | 31.12 | 0.944 | |
| MLWNet-BSources=CVPR242025.11 | 31.06 | 0.932 | |
| MLWNetParams (M)=24.12026.06 | 31.06 | 0.932 | |
| StripformerParams (M)=19.72026.06 | 31.03 | 0.9395 | |
| MPRNetGroup=I2021.11 | 30.96 | 0.939 | |
| MPRNet2024.03 | 30.96 | 0.939 | |
| MPRNet2023.05 | 30.96 | 0.939 | |
| MPRNetParams (M)=20.12026.06 | 30.96 | 0.939 | |
| M3SNetWidth=322023.05 | 30.92 | 0.948 | |
| Stripformer2026.04 | 30.91 | 0.749 | |
| UformerGroup=I2021.11 | 30.9 | 0.953 | |
| Uformer2023.05 | 30.83 | 0.952 | |
| FNAFNet32Group=I2021.11 | 30.76 | 0.938 | |
| FMIMO-UNet-smallGroup=I2021.11 | 30.65 | 0.937 | |
| FProSources=ECCV242025.11 | 30.63 | 0.936 | |
| NAFNet32Group=I2021.11 | 30.6 | 0.936 | |
| BANet+Params (M)=40.02026.06 | 30.58 | 0.935 | |
| SPAIRGroup=I2021.11 | 30.29 | 0.931 | |
| SPAIR2023.05 | 30.29 | 0.931 | |
| MatRes2026.04 | 30.28 | 0.733 | |
| BANetParams (M)=18.02026.06 | 30.16 | 0.93 | |
| MIMO-UNet+Group=I2021.11 | 29.99 | 0.93 | |
| MIMO-UNet++2023.05 | 29.99 | 0.93 | |
| MIMO-Unet+Params (M)=16.12026.06 | 29.99 | 0.9304 | |
| Suin et al.Group=I2021.11 | 29.98 | 0.93 | |
| Suin et al.2023.05 | 29.98 | 0.93 | |
| Blur2Blur2026.04 | 29.65 | 0.7 | |
| MIMO-UNetGroup=I2021.11 | 29.28 | 0.921 | |
| MT-RNNGroup=I2021.11 | 29.15 | 0.918 | |
| MT-RNN2023.05 | 29.15 | 0.918 | |
| Gao et al.Group=I2021.11 | 29.11 | 0.913 | |
| Gao et al.2023.05 | 29.11 | 0.913 | |
| DMPHNGroup=I2021.11 | 29.09 | 0.924 | |
| DMPHN2023.05 | 29.09 | 0.924 | |
| DBGANGroup=I2021.11 | 28.94 | 0.915 | |
| DBGAN2023.05 | 28.94 | 0.915 | |
| SRNGroup=I2021.11 | 28.36 | 0.915 | |
| SRN2023.05 | 28.36 | 0.915 | |
| SRNParams (M)=6.82026.06 | 28.36 | 0.904 | |
| HI-DIFF2026.04 | 27.31 | 0.7 | |
| DeblurGAN-v2Group=I2021.11 | 26.61 | 0.875 | |
| DeblurGAN-v22023.05 | 26.61 | 0.875 | |
| Nah et al.Group=I2021.11 | 25.73 | 0.874 | |
| Nah et al.2023.05 | 25.73 | 0.874 | |
| DeblurGANGroup=I2021.11 | 24.51 | 0.871 | |
| DeblurGAN2023.05 | 24.51 | 0.871 |