Image Deblurring on GoPro (test)
35.8PSNRNAFNet
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NAFNettrained_on=GoPro2026.01 | 35.8 | — | — | — | — | 0.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerVenue=CVPR’23, Parameters=16.6M2026.03 | 35.798 | — | — | — | — | 0.9594 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EmambaIREvent=true2026.05 | 35.74 | — | — | — | — | 0.9735 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EFNetevent-based=true2021.11 | 35.46 | — | — | — | — | 0.972 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EFNetEvent=true2026.05 | 35.46 | — | — | — | — | 0.972 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StripformerVenue=ECCV’22, Parameters=19.7M2026.03 | 34.678 | — | — | — | — | 0.9506 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UformerVenue=CVPR’22, Parameters=20.6M2026.03 | 34.668 | — | — | — | — | 0.9502 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-Lbackbone=UFPNet2024.06 | 34.64 | — | — | — | — | 0.972 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-L(UFPNet)Input size=256 x 256, Backbone=UFPNet2024.06 | 34.64 | — | — | — | — | — | — | — | — | 460 | 210.8 | — | — | — | — | — | — | — | — | — | |
| AdaRevD-L2024.06 | 34.6 | — | — | — | — | 0.972 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaRevD2025.10 | 34.6 | — | — | 0.0712 | — | 0.9716 | — | — | — | — | — | — | — | — | — | — | — | — | 0.0672 | — | |
| AdaRevD-LMethod category=Restoration-Based Methods2026.05 | 34.6 | — | — | 0.071 | 5.03 | 0.972 | — | — | — | — | — | 45.79 | 0.544 | — | — | — | — | — | 0.067 | 0.26 | |
| RevD-Bbackbone=UFPNet2024.06 | 34.51 | — | — | — | — | 0.971 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-B(UFPNet)Input size=256 x 256, Backbone=UFPNet2024.06 | 34.51 | — | — | — | — | — | — | — | — | 347 | 142.5 | — | — | — | — | — | — | — | — | — | |
| EVSSM2024.05 | 34.51 | — | — | — | — | 0.9713 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaRevD-B2024.06 | 34.5 | — | — | — | — | 0.971 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestormerVenue=CVPR’22, Parameters=26.1M2026.03 | 34.483 | — | — | — | — | 0.9488 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLMIRSetting=task-aligned2026.06 | 34.47 | — | — | — | — | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SegFFTformerGMACS=135.812024.04 | 34.38 | — | — | — | — | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerAugmentation=+ID-Blau2023.12 | 34.36 | — | — | — | — | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-Sbackbone=UFPNet2024.06 | 34.35 | — | — | — | — | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StarIRSetting=task-aligned2026.06 | 34.34 | — | — | — | — | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerPublication Venue=CVPR 21-242024.12 | 34.21 | 0.097 | 0.152 | 0.071 | 4.05 | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTFormerNFE=N/A, Params=16.6M2024.11 | 34.21 | — | — | 0.071 | — | 0.969 | 0.012 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerParameters (M)=16.62022.11 | 34.21 | — | — | — | — | 0.9692 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformer#P(M)=16.6, RT(s)=0.132024.04 | 34.21 | — | — | — | — | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerAugmentation=Baseline2023.12 | 34.21 | — | — | — | — | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformer2023.09 | 34.21 | — | — | — | — | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformer2024.06 | 34.21 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformer2024.05 | 34.21 | — | — | — | — | 0.9692 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTFormerMethod category=Restoration-Based Methods2026.05 | 34.21 | — | — | 0.07 | 4.97 | 0.969 | — | — | — | — | — | 46.14 | 0.5447 | — | — | — | — | — | 0.065 | 0.2649 | |
| MPRNetVenue=CVPR’21, Parameters=20.1M2026.03 | 34.195 | — | — | — | — | 0.9454 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-Lbackbone=NAFNet2024.06 | 34.18 | — | — | — | — | 0.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFTformerGMACS=131.452024.04 | 34.14 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MISCPublication Venue=CVPR 21-24, Result Source=Results taken directly from the paper2024.12 | 34.1 | — | — | — | — | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MISC Filter#P(M)=16.0, RT(s)=0.072024.04 | 34.1 | — | — | — | — | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-Bbackbone=NAFNet2024.06 | 34.1 | — | — | — | — | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RevD-B(NAFNet)Input size=256 x 256, Backbone=NAFNet2024.06 | 34.1 | — | — | — | — | — | — | — | — | 168 | 131 | — | — | — | — | — | — | — | — | — | |
| LoFormerPublication Venue=ACM MM 242024.12 | 34.09 | 0.089 | 0.152 | 0.072 | 4.05 | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNet2025.10 | 34.09 | — | — | 0.0764 | — | 0.9686 | — | — | — | — | — | — | — | — | — | — | — | — | 0.0666 | — | |
| UFPNetPublication Venue=CVPR 21-242024.12 | 34.06 | 0.089 | 0.148 | 0.076 | 4.07 | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNetGMACS=243.332024.04 | 34.06 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNet#P(M)=80.32024.04 | 34.06 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNet2024.06 | 34.06 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UFPNetInput size=256 x 2562024.06 | 34.06 | — | — | — | — | — | — | — | — | 243 | 80.3 | — | — | — | — | — | — | — | — | — | |
| UFPNetMethod category=Restoration-Based Methods2026.05 | 34.06 | — | — | 0.076 | 5.11 | 0.968 | — | — | — | — | — | 45.33 | 0.5364 | — | — | — | — | — | 0.066 | 0.2573 | |
| MRLPFNet2024.06 | 34.01 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GRL-BGMACS=1285.282024.04 | 33.93 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GRL-B2024.06 | 33.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GRL2024.05 | 33.93 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| XYScanNetMethod Identity=Ours2024.12 | 33.91 | 0.073 | 0.138 | 0.067 | 4.05 | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UDBM-LModel size=Large2026.01 | 33.87 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Instr.-IPTmodel size=standard2024.06 | 33.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Instruct-IPT2024.06 | 33.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FNAFNet64Params (M)=68.0, FLOPs (G)=72.40, Runtime (s)=0.3662021.11 | 33.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FNAFNet-64GMACS=72.402024.04 | 33.85 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLWNet-Bvariant=Base2024.05 | 33.83 | — | — | — | — | 0.9676 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet-MH-CMetric=Overall2022.08 | 33.82 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CGNet2024.01 | 33.77 | — | — | — | — | 0.968 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MHNet-64Training Dataset=GoPro [75], channels=64, local version=false2023.02 | 33.76 | — | — | — | — | 0.969 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ourstrained_on=GoPro2026.01 | 33.76 | — | — | — | — | 0.942 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet-MH-CMetric=Single head2022.08 | 33.75 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetvariant=MH-C2024.01 | 33.75 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAPTNet-64Model scale=642023.09 | 33.74 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP-IRNFE=6, Params=33.2M2024.11 | 33.72 | — | — | 0.053 | — | 0.963 | 0.011 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetPublication Venue=ECCV 222024.12 | 33.71 | 0.088 | 0.157 | 0.078 | 4.07 | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetNFE=N/A, Params=67.9M2024.11 | 33.71 | — | — | 0.078 | — | 0.967 | 0.017 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetMetric=-2022.08 | 33.71 | — | — | — | — | 0.966 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetParameters (M)=67.92022.11 | 33.71 | — | — | — | — | 0.9668 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet#P(M)=67.9, RT(s)=0.042024.04 | 33.71 | — | — | — | — | 0.966 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet2024.01 | 33.71 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAF-Net2024.06 | 33.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet2024.05 | 33.71 | — | — | — | — | 0.9668 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetMACs(G)=652022.04 | 33.69 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet64Params (M)=65.0, FLOPs (G)=63.50, Runtime (s)=0.3292021.11 | 33.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HINet+event-based=true, event-enhanced (SCER)=true2021.11 | 33.69 | — | — | — | — | 0.961 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet-64GMACS=63.642024.04 | 33.69 | — | — | — | — | 0.966 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet-localLocal processing=true2023.09 | 33.69 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet642024.06 | 33.69 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet64Input size=256 x 2562024.06 | 33.69 | — | — | — | — | — | — | — | — | 64 | 65 | — | — | — | — | — | — | — | — | — | |
| NAFNet2026.01 | 33.69 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet2026.05 | 33.69 | — | — | — | — | 0.9672 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNetMethod category=Restoration-Based Methods2026.05 | 33.69 | — | — | 0.078 | 5.1 | 0.966 | — | — | — | — | — | 45.28 | 0.5355 | — | — | — | — | — | 0.067 | 0.2603 | |
| StripformerAugmentation=+ID-Blau2023.12 | 33.66 | — | — | — | — | 0.966 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFNet-64Training Dataset=GoPro [75], channels=64, local version=false2023.02 | 33.62 | — | — | — | — | 0.967 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restormer-localParameters (M)=26.12022.11 | 33.57 | — | — | — | — | 0.9656 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restormer-localTraining Dataset=GoPro [75], local version=true2023.02 | 33.57 | — | — | — | — | 0.966 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restormer+local#P(M)=26.1, RT(s)=0.422024.04 | 33.57 | — | — | — | — | 0.965 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restormer-localLocal processing=true2023.09 | 33.57 | — | — | — | — | 0.966 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Restormer-localprocessing=local2024.05 | 33.57 | — | — | — | — | 0.9656 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CU-mamba2024.05 | 33.53 | — | — | — | — | 0.965 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FMIMO-UNet+Params (M)=19.5, FLOPs (G)=187.04, Runtime (s)=0.9482021.11 | 33.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepRFT+2024.06 | 33.52 | — | — | — | — | 0.965 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepRFT+Input size=256 x 2562024.06 | 33.52 | — | — | — | — | — | — | — | — | 187 | 19.5 | — | — | — | — | — | — | — | — | — | |
| RestormerAugmentation=+ID-Blau2023.12 | 33.51 | — | — | — | — | 0.965 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ALGNetPublication Venue=ACM MM 24, Result Source=Tested on images provided by the authors2024.12 | 33.49 | 0.122 | 0.192 | 0.089 | 4.11 | 0.964 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSFS-Net-localTraining Dataset=GoPro [75], local version=true2023.02 | 33.46 | — | — | — | — | 0.964 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STSMParams=14.40, GMACs=92.51, Time (s)=0.162025.12 | 33.41 | — | — | — | — | 0.9512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineMACs(G)=842022.04 | 33.4 | — | — | — | — | 0.965 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HI-Difftrained_on=GoPro2023.05 | 33.33 | — | — | — | — | 0.964 | — | — | — | — | — | — | — | — | — | — | — | — | — | — |