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ResearchFormerly WizWand

All-in-one Image Restoration on SOTS + Rain100L + BSD68 Combined (test)

33.08PSNRSE-SymUNet
23.262425.811228.3630.9088Jun 22, 2023Dec 15, 2023Jun 9, 2024Dec 3, 2024May 28, 2025Nov 21, 2025May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SE-SymUNet2025.1233.080.922
ClusIRVenue=Ours, Setting=N+H+R2025.1233.060.923
DFC-IRType=All-in-one, Params.=33.1M2026.05330.919
MMFE-IR2026.0532.940.922
SymUNet2025.1232.930.921
DFPIR2025.0532.880.919
DFPIRVenue=CVPR’25, Setting=N+H+R2025.1232.880.919
DFPIR2025.1232.880.919
DFPIR2026.0532.880.919
DFPIRType=All-in-one, Params.=31.1M2026.0532.880.919
MoCE-IRVenue=CVPR’25, Setting=N+H+R2025.1232.730.917
MoCE-IR2025.1232.730.917
MoCE-IR2026.0532.730.917
MoCE-IRType=All-in-one, Params.=25.4M2026.0532.730.917
UniProcessorAssistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.0732.70.918
VLU-Net2025.1232.70.919
VLU-Net2026.0532.70.919
VLU-NetType=All-in-one, Params.=35.4M2026.0532.70.919
AdaIRVenue=ICLR’25, Setting=N+H+R2025.1232.690.918
AdaIR2026.0532.690.918
AdaIRType=All-in-one, Params.=28.8M2026.0532.690.918
Perceive-IRVenue=TIP’25, Setting=N+H+R2025.1232.630.917
Perceive-IR2025.1232.630.917
DA-RCOTType=All-in-one, Params.=52.3M2026.0532.60.917
DaAIRParameters=6M2024.0532.510.913
RAMParams.=6M2024.0732.510.916
Art PromptIRParams.=36M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.0732.490.917
Art-PromptIRType=All-in-one, Params.=33.2M2026.0532.490.917
InstructIR-3DParams.=16M, Assistance=vision language, multi-task learning, natural language prompts, and multi-modal control2024.0732.430.913
InstructIR2025.0532.430.913
InstructIRVenue=ECCV’24, Setting=N+H+R2025.1232.430.913
InstructIR-3D2025.1232.430.913
InstructIR2026.0532.430.913
InstructIRType=All-in-one, Params.=15.8M2026.0532.430.913
GridformerVenue=IJCV’24, Setting=N+H+R2025.1232.190.912
GridFormer2026.0532.190.912
GridformerType=All-in-one, Params.=34.1M2026.0532.190.912
Up-RestorerVenue=AAAI’25, Setting=N+H+R2025.1232.160.915
PromptIREvaluation Setting=All-in-one2023.0632.060.913
PromptIRParameters=36M2024.0532.060.913
PromptIRParams.=36M2024.0732.060.913
PromptIR2025.0532.060.913
PromptIRVenue=NeurIPS’23, Setting=N+H+R2025.1232.060.913
PromptIR2025.1232.060.913
PromptIR2026.0532.060.913
Restormer2025.0531.980.911
IDRVenue=CVPR’23, Setting=N+H+R2025.1231.830.911
IDR2026.0531.830.911
NDRVenue=TIP’24, Setting=N+H+R2025.1231.510.91
MambaIRType=General, Params.=27.2M2026.0531.510.907
U-WADNModel Type=All-in-one2024.0131.470.9097
AirNetEvaluation Setting=All-in-one2023.0631.20.91
AirNetModel Type=All-in-one2024.0131.20.9095
AirNetParameters=9M2024.0531.20.91
AirNetParams.=9M2024.0731.20.91
AirNet2025.0531.20.91
AirNetVenue=CVPR’22, Setting=N+H+R2025.1231.20.91
AirNet2025.1231.20.91
AirNet2026.0531.20.909
Restormeroriginally_designed_for_all_in_one=false2025.1230.750.901
RestormerType=General, Params.=26.1M2026.0530.750.901
MPRNetType=General, Params.=16.3M2026.0530.630.894
ProResVenue=arXiv’23, Setting=N+H+R2025.1230.380.888
MPRNetEvaluation Setting=All-in-one2023.0630.170.899
MPRNetModel Type=All-in-one2024.0130.170.899
MPRNetParameters=16M2024.0530.170.899
MPRNetParams.=16M2024.0730.170.899
MPRNet2025.0530.170.899
DLEvaluation Setting=All-in-one2023.0629.980.875
DLModel Type=All-in-one2024.0129.980.8755
DLParameters=2M2024.0529.980.876
DLParams.=2M2024.0729.980.876
DL2025.0529.980.875
NAFNetoriginally_designed_for_all_in_one=false2025.1229.670.844
FDGANEvaluation Setting=All-in-one2023.0628.020.883
FDGANModel Type=All-in-one2024.0128.020.8833
FDGAN2024.0528.020.883
FDGAN2024.0728.020.883
FDGAN2025.0528.020.883
BRDNetEvaluation Setting=All-in-one2023.0627.80.843
BRDNetModel Type=All-in-one2024.0127.80.8434
BRDNet2024.0527.80.843
BRDNet2024.0727.80.843
LPNetEvaluation Setting=All-in-one2023.0623.640.738
LPNetModel Type=All-in-one2024.0123.640.7379
LPNet2024.0523.640.738
LPNet2024.0723.640.738