Image Deblurring on RealBlur-R
41.91PSNRCogSENet+
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CogSENet+Params (M)=19.42026.06 | 41.91 | 0.981 | — | — | — | — | — | — | — | — | |
| CogSENetParams (M)=8.92026.06 | 41.83 | 0.9799 | — | — | — | — | — | — | — | — | |
| UPADNetParams (M)=27.02026.06 | 41.29 | 0.979 | — | — | — | — | — | — | — | — | |
| EVSSMParams (M)=17.12026.06 | 41.27 | 0.9776 | — | — | — | — | — | — | — | — | |
| EVSSMParams (M)=17.12026.06 | 41.27 | 0.977 | — | — | — | — | — | — | — | — | |
| MRLPFNetParams (M)=20.62026.06 | 40.92 | 0.9753 | — | — | — | — | — | — | — | — | |
| MLWNetParams (M)=24.12026.06 | 40.69 | 0.976 | — | — | — | — | — | — | — | — | |
| Hi-IR-LTrained on RealBlur=true2024.11 | 40.4 | 0.976 | — | — | — | — | — | — | — | — | |
| GRL-BTrained on RealBlur=true2024.11 | 40.2 | 0.974 | — | — | — | — | — | — | — | — | |
| FFTformerTime (s)=1.5272, FLOPs (G)=4,2292026.03 | 40.11 | 0.9753 | — | — | — | — | — | — | — | — | |
| FFTformerParams (M)=16.62026.06 | 40.11 | 0.9753 | — | — | — | — | — | — | — | — | |
| FFTformerParams (M)=16.62026.06 | 40.11 | 0.9753 | — | — | — | — | — | — | — | — | |
| FMIMO-UNet*Group=II2021.11 | 40.01 | 0.972 | — | — | — | — | — | — | — | — | |
| FMIMO-UNet+*Group=II2021.11 | 40.01 | 0.973 | — | — | — | — | — | — | — | — | |
| BANet+Params (M)=40.02026.06 | 39.9 | 0.972 | — | — | — | — | — | — | — | — | |
| MSSNetTrained on RealBlur=true2024.11 | 39.84 | 0.972 | — | — | — | — | — | — | — | — | |
| DeepRFT+Trained on RealBlur=true2024.11 | 39.84 | 0.972 | — | — | — | — | — | — | — | — | |
| StripformerTrained on RealBlur=true2024.11 | 39.84 | 0.974 | — | — | — | — | — | — | — | — | |
| StripformerParams (M)=19.72026.06 | 39.84 | 0.9737 | — | — | — | — | — | — | — | — | |
| StripformerParams (M)=20.02026.06 | 39.84 | 0.9737 | — | — | — | — | — | — | — | — | |
| UFPNetParams (M)=80.32026.06 | 39.84 | 0.974 | — | — | — | — | — | — | — | — | |
| NAFNetParams (M)=67.92026.06 | 39.8 | 0.9731 | — | — | — | — | — | — | — | — | |
| BANetTrained on RealBlur=true2024.11 | 39.76 | 0.972 | — | — | — | — | — | — | — | — | |
| MAXIM-3STrained on RealBlur=true2024.11 | 39.55 | 0.971 | — | — | — | — | — | — | — | — | |
| BANetParams (M)=18.02026.06 | 39.55 | 0.971 | — | — | — | — | — | — | — | — | |
| MIMO-UNet+Trained on RealBlur=true2024.11 | 39.45 | 0.962 | — | — | — | — | — | — | — | — | |
| MPRNetTraining Dataset=RealBlur2021.02 | 39.31 | 0.972 | — | — | — | — | — | — | — | — | |
| MPRNet*Group=II2021.11 | 39.31 | 0.972 | — | — | — | — | — | — | — | — | |
| MPRNetTrained on RealBlur=true2024.11 | 39.31 | 0.972 | — | — | — | — | — | — | — | — | |
| MPRNetParams (M)=20.12026.06 | 39.31 | 0.972 | — | — | — | — | — | — | — | — | |
| SRNTraining Dataset=RealBlur2021.02 | 38.65 | 0.965 | — | — | — | — | — | — | — | — | |
| SRN*Group=II2021.11 | 38.65 | 0.965 | — | — | — | — | — | — | — | — | |
| SRNTrained on RealBlur=true2024.11 | 38.65 | 0.965 | — | — | — | — | — | — | — | — | |
| SRNParams (M)=6.82026.06 | 38.65 | 0.9652 | — | — | — | — | — | — | — | — | |
| MIMO-Unet+Params (M)=16.12026.06 | 38.55 | 0.965 | — | — | — | — | — | — | — | — | |
| FAPE-IRCategory=AIO-IR2025.11 | 37.77 | 0.97 | 0.05 | 14.74 | 0.07 | — | — | — | — | — | |
| AdaRevDParams (M)=152.42026.06 | 36.56 | 0.957 | — | — | — | — | — | — | — | — | |
| AdaRevDParams (M)=220.02026.06 | 36.53 | 0.957 | — | — | — | — | — | — | — | — | |
| Restormer+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.03 | 36.47 | 0.962 | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2Training Dataset=RealBlur2021.02 | 36.44 | 0.935 | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2*Group=II2021.11 | 36.44 | 0.935 | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2Trained on RealBlur=true2024.11 | 36.44 | 0.935 | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2Params (M)=60.92026.06 | 36.44 | 0.9347 | — | — | — | — | — | — | — | — | |
| ALGNetParams (M)=54.62026.06 | 36.35 | 0.961 | — | — | — | — | — | — | — | — | |
| AdaIRTime (s)=0.8448, FLOPs (G)=5,1892026.03 | 36.28 | 0.958 | — | — | — | — | — | — | — | — | |
| Hyperbolic Model (Ours)Training Set=GoPro2026.06 | 36.27 | 0.96 | — | — | — | — | — | — | — | — | |
| MPRNet+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.03 | 36.25 | 0.96 | — | — | — | — | — | — | — | — | |
| Uformer-B2021.06 | 36.22 | 0.957 | — | — | — | — | — | — | — | — | |
| UformerTime (s)=0.4101, FLOPs (G)=2,7442026.03 | 36.22 | 0.957 | — | — | — | — | — | — | — | — | |
| DeepSN-Net2026.06 | 36.22 | 0.957 | — | — | — | — | — | — | — | — | |
| MambaIRTime (s)=3.1938, FLOPs (G)=8,2672026.03 | 36.2 | 0.957 | — | — | — | — | — | — | — | — | |
| RestormerGroup=I2021.11 | 36.19 | 0.957 | — | — | — | — | — | — | — | — | |
| UformerGroup=I2021.11 | 36.19 | 0.956 | — | — | — | — | — | — | — | — | |
| Restormer2024.03 | 36.19 | 0.957 | — | — | — | — | — | — | — | — | |
| RestormerTime (s)=0.5647, FLOPs (G)=4,9692026.03 | 36.19 | 0.957 | — | — | — | — | — | — | — | — | |
| RestormerTraining Set=GoPro2026.06 | 36.19 | 0.957 | — | — | — | — | — | — | — | — | |
| RestormerParams (M)=26.12026.06 | 36.19 | 0.957 | — | — | — | — | — | — | — | — | |
| ARF-ICTime (s)=0.6534, FLOPs (G)=2082026.03 | 36.18 | 0.9548 | — | — | — | — | — | — | — | — | |
| FMIMO-UNet+Group=I2021.11 | 36.11 | 0.955 | — | — | — | — | — | — | — | — | |
| StripformerTime (s)=0.3030, FLOPs (G)=4,9392026.03 | 36.08 | 0.954 | — | — | — | — | — | — | — | — | |
| FNAFNet32Group=I2021.11 | 36.07 | 0.955 | — | — | — | — | — | — | — | — | |
| MixNetTime (s)=0.0547, FLOPs (G)=1,1232026.03 | 36 | 0.956 | — | — | — | — | — | — | — | — | |
| D2NetTime (s)=0.3520, FLOPs (G)=1,1522026.03 | 36 | 0.956 | — | — | — | — | — | — | — | — | |
| DFPIRCategory=AIO-IR2025.11 | 36 | 0.96 | 0.1 | 36.17 | 0.14 | — | — | — | — | — | |
| MPRNetTraining Dataset=GoPro2021.02 | 35.99 | 0.952 | — | — | — | — | — | — | — | — | |
| MPRNetrecurrent/multi-stage design=true2021.06 | 35.99 | 0.952 | — | — | — | — | — | — | — | — | |
| MPRNetGroup=I2021.11 | 35.99 | 0.952 | — | — | — | — | — | — | — | — | |
| MPRNet2024.03 | 35.99 | 0.952 | — | — | — | — | — | — | — | — | |
| MPRNetTraining Set=GoPro2026.06 | 35.99 | 0.952 | — | — | — | — | — | — | — | — | |
| NAFNet32Group=I2021.11 | 35.97 | 0.951 | — | — | — | — | — | — | — | — | |
| FMIMO-UNetGroup=I2021.11 | 35.96 | 0.953 | — | — | — | — | — | — | — | — | |
| FMIMO-UNet-smallGroup=I2021.11 | 35.92 | 0.952 | — | — | — | — | — | — | — | — | |
| TriFormerTime (s)=0.4850, FLOPs (G)=1,1282026.03 | 35.9 | 0.953 | — | — | — | — | — | — | — | — | |
| NAFNetTraining Set=GoPro2026.06 | 35.89 | 0.962 | — | — | — | — | — | — | — | — | |
| NAFNetParams (M)=67.82026.06 | 35.84 | 0.952 | — | — | — | — | — | — | — | — | |
| MT-RNNGroup=I2021.11 | 35.79 | 0.951 | — | — | — | — | — | — | — | — | |
| DMPHNTraining Dataset=GoPro2021.02 | 35.7 | 0.948 | — | — | — | — | — | — | — | — | |
| DMPHNrecurrent/multi-stage design=true2021.06 | 35.7 | 0.948 | — | — | — | — | — | — | — | — | |
| DMPHNGroup=I2021.11 | 35.7 | 0.948 | — | — | — | — | — | — | — | — | |
| MIMO-UNet++Time (s)=0.0660, FLOPs (G)=2,0062026.03 | 35.7 | 0.949 | — | — | — | — | — | — | — | — | |
| SRNTraining Dataset=GoPro2021.02 | 35.66 | 0.947 | — | — | — | — | — | — | — | — | |
| SRNrecurrent/multi-stage design=true2021.06 | 35.66 | 0.947 | — | — | — | — | — | — | — | — | |
| SRNGroup=I2021.11 | 35.66 | 0.947 | — | — | — | — | — | — | — | — | |
| ERRTime (s)=0.2384, FLOPs (G)=812026.03 | 35.6 | 0.95 | — | — | — | — | — | — | — | — | |
| MIMO-UNet+Group=I2021.11 | 35.54 | 0.947 | — | — | — | — | — | — | — | — | |
| UHDDIPTime (s)=0.1812, FLOPs (G)=712026.03 | 35.5 | 0.949 | — | — | — | — | — | — | — | — | |
| Zhang et al.Training Dataset=GoPro2021.02 | 35.48 | 0.947 | — | — | — | — | — | — | — | — | |
| Zhang et al.recurrent/multi-stage design=true2021.06 | 35.48 | 0.947 | — | — | — | — | — | — | — | — | |
| Zhang et al.Group=I2021.11 | 35.48 | 0.947 | — | — | — | — | — | — | — | — | |
| MIMO-UNetGroup=I2021.11 | 35.47 | 0.946 | — | — | — | — | — | — | — | — | |
| DUBLID2026.06 | 35.35 | 0.925 | — | — | — | — | — | — | — | — | |
| UHDPromerTime (s)=0.1496, FLOPs (G)=642026.03 | 35.27 | 0.9471 | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2Training Dataset=GoPro2021.02 | 35.26 | 0.944 | — | — | — | — | — | — | — | — | |
| DeblurGAN-v22021.06 | 35.26 | 0.944 | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2Group=I2021.11 | 35.26 | 0.944 | — | — | — | — | — | — | — | — | |
| UHDformerTime (s)=0.2137, FLOPs (G)=992026.03 | 34.7 | 0.942 | — | — | — | — | — | — | — | — | |
| Xu et al.Training Dataset=GoPro2021.02 | 34.46 | 0.937 | — | — | — | — | — | — | — | — | |
| Xu et al.2021.06 | 34.46 | 0.937 | — | — | — | — | — | — | — | — | |
| Xu et al.Group=I2021.11 | 34.46 | 0.937 | — | — | — | — | — | — | — | — | |
| Pan et al.Training Dataset=GoPro2021.02 | 34.01 | 0.916 | — | — | — | — | — | — | — | — |