Image Deblurring on GoPro
37.63PSNRRED
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| REDUR=02025.09 | 37.63 | 98.02 | |
| REDUR=0.052025.09 | 37.55 | 98 | |
| REDUR=0.12025.09 | 37.45 | 97.97 | |
| REDUR=0.152025.09 | 37.34 | 97.94 | |
| REDUR=0.22025.09 | 37.21 | 97.9 | |
| AHDINetUR=02025.09 | 37.09 | 97.8 | |
| REDUR=0.32025.09 | 36.89 | 97.81 | |
| MATUR=02025.09 | 36.67 | 97.8 | |
| TRMDUR=02025.09 | 36.58 | 97.9 | |
| STCNetUR=02025.09 | 36.46 | 97.5 | |
| STCNetUR=0.052025.09 | 35.93 | 97.3 | |
| AHDINetUR=0.052025.09 | 35.78 | 97.3 | |
| TRMDUR=0.052025.09 | 35.77 | 97.6 | |
| MATUR=0.052025.09 | 35.77 | 97.4 | |
| DLEFNetParams=12M2023.06 | 35.61 | 97.3 | |
| MATUR=0.12025.09 | 35.53 | 97.3 | |
| EFNetUR=02025.09 | 35.47 | 97.2 | |
| EFNetevent=true2023.05 | 35.46 | 97.2 | |
| EFNetParams=8.5M2023.06 | 35.46 | 97.2 | |
| STCNetUR=0.12025.09 | 35.39 | 97.2 | |
| EFNetUR=0.052025.09 | 35.25 | 97.1 | |
| MATUR=0.152025.09 | 35.2 | 97.2 | |
| DSTNUR=02025.09 | 35.05 | 97.3 | |
| DSTNUR=0.052025.09 | 35.05 | 97.3 | |
| DSTNUR=0.12025.09 | 35.05 | 97.3 | |
| TRMDUR=0.12025.09 | 35.05 | 97.3 | |
| DSTNUR=0.152025.09 | 35.05 | 97.3 | |
| DSTNUR=0.22025.09 | 35.05 | 97.3 | |
| DSTNUR=0.32025.09 | 35.05 | 97.3 | |
| NIREevent=true2023.05 | 35.03 | 97.3 | |
| EFNetUR=0.12025.09 | 34.92 | 97 | |
| CogSENet+Params (M)=19.42026.06 | 34.91 | 97.57 | |
| STCNetUR=0.152025.09 | 34.84 | 97 | |
| MATUR=0.22025.09 | 34.81 | 97 | |
| AHDINetUR=0.12025.09 | 34.77 | 96.9 | |
| CogSENetParams (M)=8.92026.06 | 34.72 | 97.44 | |
| UPADNetParams (M)=27.02026.06 | 34.63 | 97.5 | |
| EGDeblurringParams (M)=80.32026.06 | 34.62 | 97.3 | |
| AdaRevDParams (M)=220.02026.06 | 34.6 | 97.2 | |
| EFNetUR=0.152025.09 | 34.52 | 96.8 | |
| EVSSMParams (M)=17.12026.06 | 34.51 | 97.13 | |
| EVSSMParams (M)=17.12026.06 | 34.51 | 97.13 | |
| AdaRevDParams (M)=152.42026.06 | 34.5 | 97.1 | |
| TRMDUR=0.152025.09 | 34.42 | 97 | |
| Vitoria et al.2023.06 | 34.33 | 94.4 | |
| UnfoldLDMSources=Ours2025.11 | 34.32 | 97 | |
| STCNetUR=0.22025.09 | 34.29 | 96.7 | |
| MDTSources=CVPR252025.11 | 34.26 | 96.9 | |
| FFTformerSources=CVPR232025.11 | 34.21 | 96.8 | |
| FFTformerTime (s)=2.2933, FLOPs (G)=6,3432026.03 | 34.21 | 96.8 | |
| FFTformerParams (M)=16.62026.06 | 34.21 | 96.92 | |
| FFTformerParams (M)=16.62026.06 | 34.21 | 96.8 | |
| AdaIRTime (s)=1.2418, FLOPs (G)=7,7842026.03 | 34.2 | 96.7 | |
| MISC FilterSources=CVPR242025.11 | 34.1 | 96.9 | |
| EFNetUR=0.22025.09 | 34.08 | 96.6 | |
| UFPNetSources=CVPR232025.11 | 34.06 | 96.8 | |
| UFPNetParams (M)=80.32026.06 | 34.06 | 96.8 | |
| MambaIRTime (s)=4.7920, FLOPs (G)=12,4002026.03 | 34 | 96.6 | |
| AHDINetUR=0.152025.09 | 33.9 | 96.4 | |
| FNAFNet64Group=I2021.11 | 33.85 | 96.7 | |
| ARF-ICTime (s)=0.3021, FLOPs (G)=3782026.03 | 33.85 | 96.64 | |
| MADANET+Params=16.9M2023.06 | 33.84 | 96.4 | |
| TRMDUR=0.22025.09 | 33.84 | 96.7 | |
| MLWNet-BSources=CVPR242025.11 | 33.83 | 96.8 | |
| MLWNetParams (M)=24.12026.06 | 33.8 | 96.76 | |
| MATUR=0.32025.09 | 33.79 | 96.5 | |
| M3SNetWidth=642023.05 | 33.74 | 96.7 | |
| NAFNetParams=67.92023.06 | 33.71 | 96.7 | |
| NAFNetParams (M)=67.92026.06 | 33.71 | 96.68 | |
| NAFNet64Group=I2021.11 | 33.69 | 96.7 | |
| HINet+event=true2023.05 | 33.69 | 96.1 | |
| NAFNetevent=false2023.05 | 33.69 | 96.7 | |
| NAFNetWidth=642023.05 | 33.69 | 96.7 | |
| NAFNetParams (M)=67.82026.06 | 33.69 | 96.7 | |
| MixNetTime (s)=0.0592, FLOPs (G)=1,6852026.03 | 33.6 | 96.5 | |
| D2NetTime (s)=0.5790, FLOPs (G)=1,7282026.03 | 33.6 | 96.5 | |
| RestormerEvaluation Mode=Local2023.05 | 33.57 | 96.6 | |
| RestormerParams (M)=26.12026.06 | 33.57 | 96.56 | |
| FMIMO-UNet+Group=I2021.11 | 33.52 | 96.5 | |
| MRLPFNetParams (M)=20.62026.06 | 33.5 | 96.5 | |
| ALGNetParams (M)=54.62026.06 | 33.49 | 96.4 | |
| TriFormerTime (s)=0.4580, FLOPs (G)=1,6932026.03 | 33.4 | 96.4 | |
| EnsIRMethod Category=IR.2024.10 | 33.345 | 94.38 | |
| ZZPMMethod Category=IR.2024.10 | 33.332 | 94.36 | |
| HI-DiffTraining=Single-task2025.12 | 33.33 | 96.4 | |
| AverageMethod Category=IR.2024.10 | 33.33 | 94.36 | |
| HGBTMethod Category=Regr.2024.10 | 33.323 | 94.27 | |
| NAFNetSupervision=Supervised - Upperbound2026.03 | 33.32 | 96.2 | |
| Supervised - upperboundEvaluation protocol=Supervised2026.03 | 33.32 | 96.2 | |
| GBDTMethod Category=Regr.2024.10 | 33.311 | 94.18 | |
| MPRNetEvaluation Mode=Local2023.05 | 33.31 | 96.4 | |
| BluRef + Blur2BlurIntermediate domain=RSBlur2026.03 | 33.3 | 96.3 | |
| FSNetTraining=Single-task2025.12 | 33.29 | 96.3 | |
| AdaBoostMethod Category=Regr.2024.10 | 33.205 | 94.12 | |
| BaggingMethod Category=Regr.2024.10 | 33.194 | 94.18 | |
| Restormer+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.03 | 33.18 | 96.6 | |
| DGUNetMethod Category=Base2024.10 | 33.173 | 94.23 | |
| RForestMethod Category=Regr.2024.10 | 33.173 | 94.16 | |
| EFNetUR=0.32025.09 | 33.16 | 96 | |
| AHDINetUR=0.22025.09 | 33.15 | 96 |