Deblurring on RealBlur-J
34.72PSNRCogSENet+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CogSENet+Params (M)=19.42026.06 | 34.72 | 0.9488 | |
| CogSENetParams (M)=8.92026.06 | 34.54 | 0.9473 | |
| UPADNetParams (M)=27.02026.06 | 34.35 | 0.946 | |
| EVSSMParams (M)=17.12026.06 | 34.34 | 0.9456 | |
| EVSSMParams (M)=17.12026.06 | 34.34 | 0.945 | |
| MLWNetParams (M)=24.12026.06 | 33.84 | 0.941 | |
| MRLPFNetParams (M)=20.62026.06 | 33.19 | 0.9361 | |
| Hi-IR-LTrained on RealBlur=true2024.11 | 32.92 | 0.933 | |
| MAXIM-3STrained on RealBlur=true2024.11 | 32.84 | 0.935 | |
| GRL-BTrained on RealBlur=true2024.11 | 32.82 | 0.932 | |
| FMIMO-UNet*Group=II2021.11 | 32.65 | 0.931 | |
| FMIMO-UNet+*Group=II2021.11 | 32.63 | 0.933 | |
| FFTformerTime (s)=2.2935, FLOPs (G)=6,3432026.03 | 32.62 | 0.9326 | |
| FFTformerParams (M)=16.62026.06 | 32.62 | 0.9326 | |
| FFTformerParams (M)=16.62026.06 | 32.62 | 0.9326 | |
| StripformerTrained on RealBlur=true2024.11 | 32.48 | 0.929 | |
| StripformerParams (M)=19.72026.06 | 32.48 | 0.929 | |
| StripformerParams (M)=20.02026.06 | 32.48 | 0.929 | |
| UFPNetParams (M)=80.32026.06 | 32.48 | 0.929 | |
| BANet+Params (M)=40.02026.06 | 32.42 | 0.929 | |
| NAFNetParams (M)=67.92026.06 | 32.4 | 0.9249 | |
| DeepRFT+Trained on RealBlur=true2024.11 | 32.19 | 0.931 | |
| MatRes2026.04 | 32.16 | 0.835 | |
| BANetTrained on RealBlur=true2024.11 | 32.1 | 0.928 | |
| MSSNetTrained on RealBlur=true2024.11 | 32.1 | 0.928 | |
| MIMO-UNet+Trained on RealBlur=true2024.11 | 32.05 | 0.921 | |
| BANetParams (M)=18.02026.06 | 32 | 0.923 | |
| MIMO-Unet+Params (M)=16.12026.06 | 31.92 | 0.919 | |
| MPRNetTraining Dataset=RealBlur2021.02 | 31.76 | 0.922 | |
| MPRNet*Group=II2021.11 | 31.76 | 0.922 | |
| MPRNetTrained on RealBlur=true2024.11 | 31.76 | 0.922 | |
| MPRNetParams (M)=20.12026.06 | 31.76 | 0.922 | |
| Stripformer2026.04 | 31.44 | 0.748 | |
| SRNTraining Dataset=RealBlur2021.02 | 31.38 | 0.909 | |
| SRN*Group=II2021.11 | 31.38 | 0.909 | |
| SRNTrained on RealBlur=true2024.11 | 31.38 | 0.909 | |
| SRNParams (M)=6.82026.06 | 31.38 | 0.9091 | |
| HI-DIFF2026.04 | 31.2 | 0.812 | |
| AdaRevDParams (M)=152.42026.06 | 30.12 | 0.894 | |
| AdaRevDParams (M)=220.02026.06 | 30.12 | 0.894 | |
| Blur2Blur2026.04 | 30.08 | 0.764 | |
| Hyperbolic Model (Ours)Training Set=GoPro2026.06 | 29.97 | 0.903 | |
| DeblurGAN-v2Training Dataset=RealBlur2021.02 | 29.69 | 0.87 | |
| DeblurGAN-v2*Group=II2021.11 | 29.69 | 0.87 | |
| DeblurGAN-v2Trained on RealBlur=true2024.11 | 29.69 | 0.87 | |
| DeblurGAN-v2Params (M)=60.92026.06 | 29.69 | 0.8703 | |
| DeepSN-Net2026.06 | 29.3 | 0.895 | |
| Restormer+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.03 | 29.21 | 0.883 | |
| ALGNetParams (M)=54.62026.06 | 29.12 | 0.886 | |
| UformerGroup=I2021.11 | 29.09 | 0.886 | |
| Uformer-B2021.06 | 29.06 | 0.884 | |
| UformerTime (s)=0.6383, FLOPs (G)=4,1152026.03 | 29.06 | 0.884 | |
| AdaIRTime (s)=1.2906, FLOPs (G)=7,7842026.03 | 29 | 0.882 | |
| MPRNet+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.03 | 28.98 | 0.881 | |
| RestormerGroup=I2021.11 | 28.96 | 0.879 | |
| Restormer2024.03 | 28.96 | 0.879 | |
| RestormerTime (s)=0.8464, FLOPs (G)=7,4542026.03 | 28.96 | 0.879 | |
| RestormerTraining Set=GoPro2026.06 | 28.96 | 0.879 | |
| NAFNetTraining Set=GoPro2026.06 | 28.96 | 0.873 | |
| RestormerParams (M)=26.12026.06 | 28.96 | 0.879 | |
| MambaIRTime (s)=4.7893, FLOPs (G)=12,4002026.03 | 28.9 | 0.878 | |
| FMIMO-UNet+Group=I2021.11 | 28.88 | 0.88 | |
| StripformerTime (s)=0.4511, FLOPs (G)=7,4092026.03 | 28.82 | 0.876 | |
| ARF-ICTime (s)=0.2948, FLOPs (G)=3782026.03 | 28.82 | 0.8729 | |
| SPAIR2021.06 | 28.81 | 0.875 | |
| SPAIRGroup=I2021.11 | 28.81 | 0.875 | |
| FNAFNet32Group=I2021.11 | 28.78 | 0.879 | |
| NAFNet32Group=I2021.11 | 28.75 | 0.875 | |
| FMIMO-UNetGroup=I2021.11 | 28.72 | 0.871 | |
| DeblurGAN-v2Training Dataset=GoPro2021.02 | 28.7 | 0.866 | |
| MPRNetTraining Dataset=GoPro2021.02 | 28.7 | 0.873 | |
| DeblurGAN-v22021.06 | 28.7 | 0.866 | |
| MPRNetrecurrent/multi-stage design=true2021.06 | 28.7 | 0.873 | |
| DeblurGAN-v2Group=I2021.11 | 28.7 | 0.866 | |
| MPRNetGroup=I2021.11 | 28.7 | 0.873 | |
| MPRNet2024.03 | 28.7 | 0.873 | |
| MPRNetTraining Set=GoPro2026.06 | 28.7 | 0.873 | |
| D2NetTime (s)=0.4520, FLOPs (G)=1,7282026.03 | 28.6 | 0.874 | |
| FMIMO-UNet-smallGroup=I2021.11 | 28.58 | 0.864 | |
| SRNTraining Dataset=GoPro2021.02 | 28.56 | 0.867 | |
| SRNrecurrent/multi-stage design=true2021.06 | 28.56 | 0.867 | |
| SRNGroup=I2021.11 | 28.56 | 0.867 | |
| MixNetTime (s)=0.0735, FLOPs (G)=1,6852026.03 | 28.5 | 0.872 | |
| MT-RNNGroup=I2021.11 | 28.44 | 0.862 | |
| DMPHNTraining Dataset=GoPro2021.02 | 28.42 | 0.86 | |
| DMPHNrecurrent/multi-stage design=true2021.06 | 28.42 | 0.86 | |
| DMPHNGroup=I2021.11 | 28.42 | 0.86 | |
| DUBLID2026.06 | 28.42 | 0.86 | |
| TriFormerTime (s)=0.4940, FLOPs (G)=1,6932026.03 | 28.4 | 0.87 | |
| ERRTime (s)=0.3784, FLOPs (G)=1212026.03 | 28.1 | 0.862 | |
| UHDDIPTime (s)=0.2813, FLOPs (G)=1072026.03 | 28 | 0.86 | |
| DeblurGANTraining Dataset=GoPro2021.02 | 27.97 | 0.834 | |
| DeblurGAN2021.06 | 27.97 | 0.834 | |
| DeblurGANGroup=I2021.11 | 27.97 | 0.834 | |
| NAFNetParams (M)=67.82026.06 | 27.94 | 0.854 | |
| UHDPromerTime (s)=0.2221, FLOPs (G)=962026.03 | 27.92 | 0.8595 | |
| Nah et al.Training Dataset=GoPro2021.02 | 27.87 | 0.827 | |
| Nah et al.2021.06 | 27.87 | 0.827 | |
| Nah et al.Group=I2021.11 | 27.87 | 0.827 | |
| Zhang et al.Training Dataset=GoPro2021.02 | 27.8 | 0.847 |