Image Deblurring on RealBlur-J (test)
34.34PSNREVSSM
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EVSSM2024.05 | 34.34 | — | — | 0.9456 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MISC Filter#P(M)=16.0, RT(s)=0.072024.04 | 33.88 | — | — | 0.938 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLWNet2024.05 | 33.84 | — | — | 0.9405 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StripformerAugmentation=+ID-Blau2023.12 | 33.77 | — | — | 0.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HI-Diff2023.05 | 33.7 | — | — | 0.941 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SegDeblur-LPrior GMACS=62.68, TLC=true2024.04 | 33.51 | — | — | 0.938 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNetPrior GMACS=243.33, TLC=true2024.04 | 33.35 | — | — | 0.934 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNet#P(M)=80.32024.04 | 33.35 | — | — | 0.934 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MRLPFNetTraining Dataset=RealBlur2024.03 | 33.19 | — | — | 0.936 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetTLC=true2024.04 | 33.12 | — | — | 0.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestormerAugmentation=+ID-Blau2023.12 | 33.11 | — | — | 0.937 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ALGNetTraining Dataset=RealBlur2024.03 | 32.94 | — | — | 0.946 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestormerAugmentation=Baseline2023.12 | 32.88 | — | — | 0.933 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerAugmentation=+ID-Blau2023.12 | 32.88 | — | — | 0.934 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAXIM-3STraining Data Source=RealBlur2022.01 | 32.84 | — | — | 0.935 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAXIM2024.04 | 32.84 | — | — | 0.935 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformer2022.11 | 32.62 | — | — | 0.9326 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerTraining Dataset=RealBlur2024.03 | 32.62 | — | — | 0.932 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformer#P(M)=16.6, RT(s)=0.132024.04 | 32.62 | — | — | 0.932 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerAugmentation=Baseline2023.12 | 32.62 | — | — | 0.933 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformer2024.05 | 32.62 | — | — | 0.9326 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StripformerParams (M)=20, Time (ms)=422022.04 | 32.48 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Stripformer2022.11 | 32.48 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Stripformer2023.05 | 32.48 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StripformerTraining Dataset=RealBlur2024.03 | 32.48 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Stripformer#P(M)=26.1, RT(s)=0.042024.04 | 32.48 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StripformerAugmentation=Baseline2023.12 | 32.48 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Stripformer2024.05 | 32.48 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MambaIRTraining Dataset=RealBlur2024.03 | 32.44 | — | — | 0.928 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BANet+Time (ms)=24, Training dataset=RealBlur training set2021.01 | 32.42 | — | — | 0.929 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSDI-NetPrior GMACS=336.43, TLC=false2024.04 | 32.35 | — | — | 0.923 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepRFT+2022.11 | 32.19 | — | — | 0.9305 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepRFT+#P(M)=23, RT(s)=0.092024.04 | 32.19 | — | — | 0.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepRFT+2024.05 | 32.19 | — | — | 0.9305 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiNetPrior GMACS=170.71, TLC=false2024.04 | 32.12 | — | — | 0.921 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSSNettraining_dataset=RealBlur-J2022.02 | 32.1 | — | — | 0.928 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-UNet++training_dataset=RealBlur-J2022.02 | 32.05 | — | — | 0.921 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-UNet+Training Data Source=RealBlur2022.01 | 32.05 | — | — | 0.921 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BANetTime (ms)=22, Training dataset=RealBlur training set2021.01 | 32 | — | — | 0.923 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BANet2022.11 | 32 | — | — | 0.923 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BANet2023.05 | 32 | — | — | 0.923 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BANet2024.05 | 32 | — | — | 0.923 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-UNet+Augmentation=+ID-Blau2023.12 | 31.96 | — | — | 0.921 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMOParams (M)=16, Time (ms)=392022.04 | 31.92 | — | — | 0.919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-UNet+Time (ms)=23, Training dataset=RealBlur training set2021.01 | 31.92 | — | — | 0.919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-Unet+2022.11 | 31.92 | — | — | 0.919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-UNet+2023.05 | 31.92 | — | — | 0.919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-Unet+#P(M)=16.1, RT(s)=0.022024.04 | 31.92 | — | — | 0.919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-UNet+Augmentation=Baseline2023.12 | 31.92 | — | — | 0.919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-Unet+2024.05 | 31.92 | — | — | 0.919 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPAIR+2022.04 | 31.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealBlur-JSynthesis Method Type=Real (Upper Bound)2023.12 | 31.82 | — | — | 0.9203 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNettraining_dataset=RealBlur-J2022.02 | 31.76 | — | — | 0.922 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNetTraining Data Source=RealBlur2022.01 | 31.76 | — | — | 0.922 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNetParams (M)=20, Time (ms)=1132022.04 | 31.76 | — | — | 0.922 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNetTime (ms)=81, Training dataset=RealBlur training set2021.01 | 31.76 | — | — | 0.922 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNet2023.05 | 31.76 | — | — | 0.922 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNetTraining Dataset=RealBlur2024.03 | 31.76 | — | — | 0.922 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNet#P(M)=20.1, RT(s)=0.092024.04 | 31.76 | — | — | 0.922 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRNtraining_dataset=RealBlur-J2022.02 | 31.38 | — | — | 0.909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRNTraining Data Source=RealBlur2022.01 | 31.38 | — | — | 0.909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRNParams (M)=7, Time (ms)=4122022.04 | 31.38 | — | — | 0.909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRNTime (ms)=420, Training dataset=RealBlur training set2021.01 | 31.38 | — | — | 0.901 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRN2022.11 | 31.38 | — | — | 0.9091 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRN2023.05 | 31.38 | — | — | 0.909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRN#P(M)=6.8, RT(s)=0.072024.04 | 31.38 | — | — | 0.909 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRN2024.05 | 31.38 | — | — | 0.9091 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ParamISPSynthesis Method Type=Synthetic2023.12 | 31.31 | — | — | 0.9148 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RSBlurSynthesis Method Type=Synthetic2023.12 | 31.16 | — | — | 0.9142 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restormer*retrained=true2026.01 | 31.131 | — | 5.708 | 0.917 | — | — | — | — | 0.472 | 2.356 | 5.15 | 0.262 | 5.235 | 49.636 | 34.999 | — | — | — | — | |
| InvISPSynthesis Method Type=Synthetic2023.12 | 31.06 | — | — | 0.9134 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Trained on RealBlur_JTraining set=RealBlur_J2022.02 | 30.79 | — | — | 0.8985 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Realistic Blur Synthesis Pipeline (GoPro_U, A7R3)Training set=GoPro_U, CRF=sRGB, A7R3, Sat.=Ours, Noise=G+P, ISP=A7R32022.02 | 30.75 | — | — | 0.9019 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDWNetTraining set=RealBlur2021.10 | 30.73 | — | — | 0.896 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ParamISPNumber of Parameters=1.4M2023.12 | 30.7 | — | — | 0.8984 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLWNet-BTraining dataset=RSBlur2023.12 | 30.53 | — | — | 0.905 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestormerTraining dataset=RSBlur2023.12 | 30.48 | — | — | 0.891 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPRNetTraining dataset=RSBlur2023.12 | 30.46 | — | — | 0.899 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Realistic Blur Synthesis Pipeline (GoPro_U, sRGB, G)Training set=GoPro_U, CRF=sRGB, Sat.=Ours, Noise=G2022.02 | 30.4 | — | — | 0.897 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Uformer-BTraining dataset=RSBlur2023.12 | 30.37 | — | — | 0.899 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Realistic Blur Synthesis Pipeline (GoPro, A7R3)Training set=GoPro, CRF=sRGB, A7R3, Interp.=true, Sat.=Ours, Noise=G+P, ISP=A7R32022.02 | 30.32 | — | — | 0.8899 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SFNetTraining dataset=RSBlur2023.12 | 30.26 | — | — | 0.897 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-Lbackbone=UFPNet2024.06 | 30.14 | — | — | 0.895 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-Bbackbone=UFPNet2024.06 | 30.12 | — | — | 0.893 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaRevD-B2024.06 | 30.12 | — | — | 0.894 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaRevD-L2024.06 | 30.12 | — | — | 0.894 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaRevD2025.10 | 30.12 | — | — | 0.8945 | — | — | — | — | — | — | — | — | — | — | — | 0.1408 | — | — | 0.1037 | |
| RevD-Sbackbone=UFPNet2024.06 | 30.09 | — | — | 0.892 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIMO-Unet+Training dataset=RSBlur2023.12 | 29.99 | — | — | 0.889 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CycleISPSynthesis Method Type=Synthetic2023.12 | 29.98 | — | — | 0.8806 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Realistic Blur Synthesis Pipeline (GoPro, sRGB, G)Training set=GoPro, CRF=sRGB, Interp.=true, Sat.=Ours, Noise=G2022.02 | 29.95 | — | — | 0.8865 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CycleISPNumber of Parameters=7.4M2023.12 | 29.94 | — | — | 0.8855 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNet2024.06 | 29.87 | — | — | 0.884 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNetParam. (M)=80.32024.03 | 29.87 | — | — | 0.884 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNet2025.10 | 29.87 | — | — | 0.884 | — | — | — | — | — | — | — | — | — | — | — | 0.1441 | — | — | 0.1101 | |
| SRNTraining dataset=RSBlur2023.12 | 29.86 | — | — | 0.886 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2Training set=RealBlur2021.10 | 29.69 | — | — | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2training_dataset=RealBlur-J2022.02 | 29.69 | — | — | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeblurGAN-v2Training Data Source=RealBlur2022.01 | 29.69 | — | — | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeblurGANv2Params (M)=68, Time (ms)=602022.04 | 29.69 | — | — | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |