Deblurring on RealBlur-R (test)
41.27PSNREVSSM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EVSSM2024.05 | 41.27 | 0.9776 | — | — | |
| ALGNetTraining Dataset=RealBlur2024.03 | 41.16 | 0.981 | — | — | |
| StripformerAugmentation=+ID-Blau2023.12 | 41.06 | 0.977 | — | — | |
| HI-Diff2023.05 | 41.01 | 0.978 | — | — | |
| MRLPFNetTraining Dataset=RealBlur2024.03 | 40.92 | 0.975 | — | — | |
| MLWNet2024.05 | 40.69 | 0.9755 | — | — | |
| FFTformerAugmentation=+ID-Blau2023.12 | 40.45 | 0.975 | — | — | |
| RestormerAugmentation=+ID-Blau2023.12 | 40.31 | 0.974 | — | — | |
| LoFormer-BParams (M)=27.9, FLOPS (G)=732024.07 | 40.23 | 0.974 | — | — | |
| RestormerAugmentation=Baseline2023.12 | 40.15 | 0.974 | — | — | |
| FFTformerTraining Dataset=RealBlur2024.03 | 40.11 | 0.973 | — | — | |
| FFTformerAugmentation=Baseline2023.12 | 40.11 | 0.973 | — | — | |
| FFTformerParams (M)=16.6, FLOPS (G)=1322024.07 | 40.11 | 0.975 | — | — | |
| FFTformer2024.05 | 40.11 | 0.9753 | — | — | |
| DeepRFT+Params (M)=23.0, FLOPS (G)=1872024.07 | 40.01 | 0.973 | — | — | |
| MambaIRTraining Dataset=RealBlur2024.03 | 39.92 | 0.972 | — | — | |
| BANet+Time (ms)=24, Training dataset=RealBlur training set2021.01 | 39.9 | 0.972 | — | — | |
| StripformerParams (M)=20, Time (ms)=422022.04 | 39.84 | 0.974 | — | — | |
| Stripformer2023.05 | 39.84 | 0.974 | — | — | |
| StripformerTraining Dataset=RealBlur2024.03 | 39.84 | 0.975 | — | — | |
| StripformerAugmentation=Baseline2023.12 | 39.84 | 0.974 | — | — | |
| StripformerParams (M)=20.0, FLOPS (G)=1702024.07 | 39.84 | 0.974 | — | — | |
| DeepRFT+2024.05 | 39.84 | 0.9721 | — | — | |
| Stripformer2024.05 | 39.84 | 0.9737 | — | — | |
| MSSNettraining_dataset=RealBlur-R2022.02 | 39.76 | 0.972 | — | — | |
| BANetTime (ms)=22, Training dataset=RealBlur training set2021.01 | 39.55 | 0.971 | — | — | |
| BANet2023.05 | 39.55 | 0.971 | — | — | |
| BANet2024.05 | 39.55 | 0.971 | — | — | |
| MAXIM-3STraining Data Source=RealBlur2022.01 | 39.45 | 0.962 | — | — | |
| MAXIMParams (M)=22.2, FLOPS (G)=3392024.07 | 39.45 | 0.962 | — | — | |
| MIMO-UNet+Augmentation=+ID-Blau2023.12 | 39.38 | 0.971 | — | — | |
| MPRNettraining_dataset=RealBlur-R2022.02 | 39.31 | 0.972 | — | — | |
| MPRNetTraining Data Source=RealBlur2022.01 | 39.31 | 0.972 | — | — | |
| MPRNetParams (M)=20, Time (ms)=1132022.04 | 39.31 | 0.972 | — | — | |
| MPRNetTime (ms)=81, Training dataset=RealBlur training set2021.01 | 39.31 | 0.972 | — | — | |
| MPRNet2023.05 | 39.31 | 0.972 | — | — | |
| MPRNetTraining Dataset=RealBlur2024.03 | 39.31 | 0.972 | — | — | |
| MPRNetParams (M)=20.1, FLOPS (G)=7772024.07 | 39.31 | 0.972 | — | — | |
| MIMO-UNet+Augmentation=Baseline2023.12 | 39.1 | 0.969 | — | — | |
| SRNtraining_dataset=RealBlur-R2022.02 | 38.65 | 0.965 | — | — | |
| SRNTraining Data Source=RealBlur2022.01 | 38.65 | 0.965 | — | — | |
| SRNParams (M)=7, Time (ms)=4122022.04 | 38.65 | 0.965 | — | — | |
| SRNTime (ms)=420, Training dataset=RealBlur training set2021.01 | 38.65 | 0.965 | — | — | |
| SRN2023.05 | 38.65 | 0.965 | — | — | |
| SRN2024.07 | 38.65 | 0.965 | — | — | |
| SRN2024.05 | 38.65 | 0.9652 | — | — | |
| SDWNetTraining set=RealBlur2021.10 | 38.21 | 0.963 | — | — | |
| ENS (Ours)trained_on=GoPro2026.05 | 36.76 | 0.959 | — | — | |
| RevD-Lbackbone=UFPNet2024.06 | 36.6 | 0.958 | — | — | |
| RevD-Bbackbone=UFPNet2024.06 | 36.58 | 0.957 | — | — | |
| RevD-Sbackbone=UFPNet2024.06 | 36.56 | 0.957 | — | — | |
| AdaRevD-B2024.06 | 36.56 | 0.957 | — | — | |
| AdaRevD-L2024.06 | 36.53 | 0.957 | — | — | |
| AdaRevD2025.10 | 36.53 | 0.957 | 0.0621 | 0.0846 | |
| DeblurGAN-v2Training set=RealBlur2021.10 | 36.44 | 0.935 | — | — | |
| DeblurGAN-v2training_dataset=RealBlur-R2022.02 | 36.44 | 0.935 | — | — | |
| DeblurGAN-v2Training Data Source=RealBlur2022.01 | 36.44 | 0.935 | — | — | |
| DeblurGANv2Params (M)=68, Time (ms)=602022.04 | 36.44 | 0.935 | — | — | |
| DeblurGAN-v2Time (ms)=44, Training dataset=RealBlur training set2021.01 | 36.44 | 0.935 | — | — | |
| DeblurGAN-v22023.05 | 36.44 | 0.935 | — | — | |
| DeblurGAN-v2Training Dataset=RealBlur2024.03 | 36.44 | 0.935 | — | — | |
| DeblurGAN-v22024.05 | 36.44 | 0.9347 | — | — | |
| ALGNetTraining Dataset=GoPro2024.03 | 36.35 | 0.961 | — | — | |
| HI-Difftrained_on=GoPro2023.05 | 36.28 | 0.958 | — | — | |
| HI-Diff2025.10 | 36.28 | 0.9583 | 0.0602 | 0.0814 | |
| UFPNet2024.06 | 36.25 | 0.953 | — | — | |
| UFPNetParam. (M)=80.32024.03 | 36.25 | 0.947 | — | — | |
| UFPNet2025.10 | 36.25 | 0.9528 | 0.0615 | 0.0854 | |
| Restormertrained_on=GoPro2023.05 | 36.19 | 0.957 | — | — | |
| RestormerTraining Dataset=GoPro2024.03 | 36.19 | 0.957 | — | — | |
| Uformer2024.06 | 36.19 | 0.956 | — | — | |
| Restormer2024.06 | 36.19 | 0.957 | — | — | |
| RestormerParam. (M)=26.12024.03 | 36.19 | 0.957 | — | — | |
| Uformer-BParam. (M)=50.92024.03 | 36.19 | 0.956 | — | — | |
| Restormertrained_on=GoPro2026.01 | 36.19 | 0.957 | — | — | |
| Restormer2025.10 | 36.19 | 0.9572 | 0.0608 | 0.0833 | |
| Restormertrained_on=GoPro2026.05 | 36.19 | 0.957 | — | — | |
| MRLPFNetTraining Dataset=GoPro2024.03 | 36.16 | 0.955 | — | — | |
| DeepRFT+2024.06 | 36.11 | 0.955 | — | — | |
| LoFormer-LParam. (M)=492024.03 | 36.09 | 0.955 | — | — | |
| DeblurDiNAT-LParam. (M)=16.12024.03 | 36.09 | 0.955 | — | — | |
| Stripformertrained_on=GoPro2023.05 | 36.08 | 0.954 | — | — | |
| StripformerTraining Dataset=GoPro2024.03 | 36.08 | 0.954 | — | — | |
| DeblurDiNAT-LTraining Dataset=GoPro2024.03 | 36.07 | 0.956 | — | — | |
| RevD-Bbackbone=NAFNet2024.06 | 36.04 | 0.952 | — | — | |
| RevD-Lbackbone=NAFNet2024.06 | 36.03 | 0.952 | — | — | |
| FideDiffbase_model=SD 2.1 base, fine-tuning=LoRA, Kernel ControlNet=full-parameter training2025.10 | 36.01 | 0.9424 | 0.0584 | 0.0862 | |
| MambaIRtrained_on=GoPro2026.05 | 36 | 0.953 | — | — | |
| MPRNettraining_dataset=GoPro2022.02 | 35.99 | 0.952 | — | — | |
| MPRNetTraining Data Source=GoPro2022.01 | 35.99 | 0.952 | — | — | |
| MPRNettrained_on=GoPro2023.05 | 35.99 | 0.952 | — | — | |
| MPRNetTraining Dataset=GoPro2024.03 | 35.99 | 0.952 | — | — | |
| MPRNet2024.06 | 35.99 | 0.952 | — | — | |
| MPRNetParam. (M)=20.12024.03 | 35.99 | 0.952 | — | — | |
| MPRNettrained_on=GoPro2026.01 | 35.99 | 0.952 | — | — | |
| MPRNettrained_on=GoPro2026.05 | 35.99 | 0.952 | — | — | |
| MambaIRTraining Dataset=GoPro2024.03 | 35.98 | 0.955 | — | — | |
| NAFNetParam. (M)=67.92024.03 | 35.97 | 0.951 | — | — | |
| MSSNettraining_dataset=GoPro2022.02 | 35.93 | 0.953 | — | — | |
| DeblurDiNAT-SParam. (M)=9.12024.03 | 35.93 | 0.953 | — | — |