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ResearchFormerly WizWand

Image Deblurring on GoPro

37.63PSNRRED
32.970834.180435.3936.5996Nov 23, 2021Aug 30, 2022Jun 6, 2023Mar 12, 2024Dec 17, 2024Sep 23, 2025Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
REDUR=02025.0937.6398.02
REDUR=0.052025.0937.5598
REDUR=0.12025.0937.4597.97
REDUR=0.152025.0937.3497.94
REDUR=0.22025.0937.2197.9
AHDINetUR=02025.0937.0997.8
REDUR=0.32025.0936.8997.81
MATUR=02025.0936.6797.8
TRMDUR=02025.0936.5897.9
STCNetUR=02025.0936.4697.5
STCNetUR=0.052025.0935.9397.3
AHDINetUR=0.052025.0935.7897.3
TRMDUR=0.052025.0935.7797.6
MATUR=0.052025.0935.7797.4
DLEFNetParams=12M2023.0635.6197.3
MATUR=0.12025.0935.5397.3
EFNetUR=02025.0935.4797.2
EFNetevent=true2023.0535.4697.2
EFNetParams=8.5M2023.0635.4697.2
STCNetUR=0.12025.0935.3997.2
EFNetUR=0.052025.0935.2597.1
MATUR=0.152025.0935.297.2
DSTNUR=02025.0935.0597.3
DSTNUR=0.052025.0935.0597.3
DSTNUR=0.12025.0935.0597.3
TRMDUR=0.12025.0935.0597.3
DSTNUR=0.152025.0935.0597.3
DSTNUR=0.22025.0935.0597.3
DSTNUR=0.32025.0935.0597.3
NIREevent=true2023.0535.0397.3
EFNetUR=0.12025.0934.9297
CogSENet+Params (M)=19.42026.0634.9197.57
STCNetUR=0.152025.0934.8497
MATUR=0.22025.0934.8197
AHDINetUR=0.12025.0934.7796.9
CogSENetParams (M)=8.92026.0634.7297.44
UPADNetParams (M)=27.02026.0634.6397.5
EGDeblurringParams (M)=80.32026.0634.6297.3
AdaRevDParams (M)=220.02026.0634.697.2
EFNetUR=0.152025.0934.5296.8
EVSSMParams (M)=17.12026.0634.5197.13
EVSSMParams (M)=17.12026.0634.5197.13
AdaRevDParams (M)=152.42026.0634.597.1
TRMDUR=0.152025.0934.4297
Vitoria et al.2023.0634.3394.4
UnfoldLDMSources=Ours2025.1134.3297
STCNetUR=0.22025.0934.2996.7
MDTSources=CVPR252025.1134.2696.9
FFTformerSources=CVPR232025.1134.2196.8
FFTformerTime (s)=2.2933, FLOPs (G)=6,3432026.0334.2196.8
FFTformerParams (M)=16.62026.0634.2196.92
FFTformerParams (M)=16.62026.0634.2196.8
AdaIRTime (s)=1.2418, FLOPs (G)=7,7842026.0334.296.7
MISC FilterSources=CVPR242025.1134.196.9
EFNetUR=0.22025.0934.0896.6
UFPNetSources=CVPR232025.1134.0696.8
UFPNetParams (M)=80.32026.0634.0696.8
MambaIRTime (s)=4.7920, FLOPs (G)=12,4002026.033496.6
AHDINetUR=0.152025.0933.996.4
FNAFNet64Group=I2021.1133.8596.7
ARF-ICTime (s)=0.3021, FLOPs (G)=3782026.0333.8596.64
MADANET+Params=16.9M2023.0633.8496.4
TRMDUR=0.22025.0933.8496.7
MLWNet-BSources=CVPR242025.1133.8396.8
MLWNetParams (M)=24.12026.0633.896.76
MATUR=0.32025.0933.7996.5
M3SNetWidth=642023.0533.7496.7
NAFNetParams=67.92023.0633.7196.7
NAFNetParams (M)=67.92026.0633.7196.68
NAFNet64Group=I2021.1133.6996.7
HINet+event=true2023.0533.6996.1
NAFNetevent=false2023.0533.6996.7
NAFNetWidth=642023.0533.6996.7
NAFNetParams (M)=67.82026.0633.6996.7
MixNetTime (s)=0.0592, FLOPs (G)=1,6852026.0333.696.5
D2NetTime (s)=0.5790, FLOPs (G)=1,7282026.0333.696.5
RestormerEvaluation Mode=Local2023.0533.5796.6
RestormerParams (M)=26.12026.0633.5796.56
FMIMO-UNet+Group=I2021.1133.5296.5
MRLPFNetParams (M)=20.62026.0633.596.5
ALGNetParams (M)=54.62026.0633.4996.4
TriFormerTime (s)=0.4580, FLOPs (G)=1,6932026.0333.496.4
EnsIRMethod Category=IR.2024.1033.34594.38
ZZPMMethod Category=IR.2024.1033.33294.36
HI-DiffTraining=Single-task2025.1233.3396.4
AverageMethod Category=IR.2024.1033.3394.36
HGBTMethod Category=Regr.2024.1033.32394.27
NAFNetSupervision=Supervised - Upperbound2026.0333.3296.2
Supervised - upperboundEvaluation protocol=Supervised2026.0333.3296.2
GBDTMethod Category=Regr.2024.1033.31194.18
MPRNetEvaluation Mode=Local2023.0533.3196.4
BluRef + Blur2BlurIntermediate domain=RSBlur2026.0333.396.3
FSNetTraining=Single-task2025.1233.2996.3
AdaBoostMethod Category=Regr.2024.1033.20594.12
BaggingMethod Category=Regr.2024.1033.19494.18
Restormer+Ours-cvariant=with Pre-Train-Guided Refinement Module2024.0333.1896.6
DGUNetMethod Category=Base2024.1033.17394.23
RForestMethod Category=Regr.2024.1033.17394.16
EFNetUR=0.32025.0933.1696
AHDINetUR=0.22025.0933.1596