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ResearchFormerly WizWand

Image Denoising on BSD68 sigma=25

31.59PSNRM²IR
24.497226.338628.1830.0214Jul 12, 2021May 3, 2022Feb 22, 2023Dec 14, 2023Oct 4, 2024Jul 26, 2025May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
M²IRVenue=Ours, Method Category=All-in-One2026.0331.590.895
DFC-IRType=All-in-one, Params.=33.1M2026.0531.550.891
BaryIRVenue=TPAMI’26, Method Category=All-in-One2026.0331.540.892
Perceive-IRVenue=TIP’25, Method Category=All-in-One2026.0331.530.89
InstructIRParams.=16M, Blind Evaluation=false2024.0831.520.89
InstructIR-3DVenue=ECCV’24, Method Category=All-in-One2026.0331.520.89
Res-HAIRParams.=29M, Blind Evaluation=true2024.0831.510.892
Restormersource=cited from [12]2025.1231.490.884
RestormerType=General, Params.=26.1M2026.0531.490.884
PromptIRsource=cited from [12]2025.1231.470.886
PromptIRType=All-in-one, Params.=35.6M2026.0531.470.886
MEASNetVenue=TCSVT’25, Method Category=All-in-One2026.0331.460.892
MIRAGEVenue=ICLR’26, Method Category=All-in-One2026.0331.460.891
SE-SymUNet2025.1231.450.892
Pool-AIOVenue=TIP’25, Method Category=All-in-One2026.0331.450.892
AdaIRVenue=ICLR’25, Method Category=All-in-One2026.0331.450.892
MoCE-IRVenue=CVPR’25, Method Category=All-in-One2026.0331.450.888
GridformerType=All-in-one, Params.=34.1M2026.0531.450.885
Perceive-IR2025.1231.440.887
VLU-Net2025.1231.430.891
VLU-NetType=All-in-one, Params.=35.4M2026.0531.430.891
MambaIRType=General, Params.=27.2M2026.0531.410.884
InstructIR-5D2025.1231.40.887
InstructIRType=All-in-one, Params.=15.8M2026.0531.40.887
SymUNet2025.1231.380.891
GridformerVenue=IJCV’24, Method Category=All-in-One2026.0331.370.887
AdaIRType=All-in-one, Params.=28.8M2026.0531.350.889
MoCE-IR2025.1231.340.887
MoCE-IRType=All-in-one, Params.=25.4M2026.0531.340.887
IDRVenue=CVPR’23, Method Category=All-in-One2026.0331.320.884
PromptIRParams.=36M, Blind Evaluation=true2024.0831.310.888
PromptIRVenue=NeurIPS’23, Method Category=All-in-One2026.0331.310.888
DFPIR2025.1231.290.889
DFPIRType=All-in-one, Params.=31.1M2026.0531.290.889
AirNetParams.=9M, Blind Evaluation=true2024.0831.260.888
AirNetVenue=CVPR’22, Method Category=All-in-One2026.0331.260.888
DA-RCOTType=All-in-one, Params.=52.3M2026.0531.230.888
RestormerParams.=26M, Blind Evaluation=true2024.0831.20.888
DGUNetType=General, Params.=17.3M2026.0531.10.883
NAFNetsource=cited from [12]2025.1231.020.883
MambaIRVenue=ECCV’24, Method Category=General2026.0330.950.874
AirNetsource=cited from [12]2025.1230.910.882
MPRNetParams.=16M, Blind Evaluation=true2024.0830.890.88
FSNetVenue=TPAMI’23, Method Category=General2026.0330.840.872
RestormerVenue=CVPR’22, Method Category=General2026.0330.670.865
NAFNetVenue=ECCV’22, Method Category=General2026.0330.470.865
DLParams.=2M, Blind Evaluation=true2024.0830.410.861
BRDNetParams.=-, Blind Evaluation=true2024.0829.760.836
DnCNNTrained with sigma=252021.0729.23—
R3NTrained with sigma=252021.0728.95—
FDGANParams.=-, Blind Evaluation=true2024.0828.810.868
WNNMTrained with sigma=252021.0728.8—
R3LTrained with sigma=252021.0728.73—
BM3DTrained with sigma=252021.0728.56—
LPNetParams.=-, Blind Evaluation=true2024.0824.770.748