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Image Deraining on SPA-Data

48.9PSNRNeRD-Rain-S
22.515229.365136.21543.0649Dec 8, 2021Sep 1, 2022May 27, 2023Feb 18, 2024Nov 12, 2024Aug 6, 2025May 1, 2026

Evaluation results

MethodLinks
NeRD-Rain-SSupervision=Supervised2026.0548.90.994
DRSformer2023.0948.540.9924
DRSformerSupervision=Supervised2026.0548.540.992
IDT+SPNparadigm=SPN2023.0948.040.9938
RestormerSupervision=Supervised2026.0547.980.992
IDT2023.0947.340.9929
Restormer2023.0946.250.9911
Uformer-S2023.0946.130.9913
DualGCN2023.0944.180.9902
SPDNet-LocalTest-time Local Converter (TLC)=true2021.1243.730.989
MPRNet2023.0943.640.9844
MPRNetSupervision=Supervised2026.0543.640.984
SPDNet2021.1243.550.988
SPDNet2023.0943.20.9871
SPANetSupervision=Supervised2026.0540.240.981
SpectralDiffTime=0.1182026.0338.030.895
WeatherDiffTime=6.6062026.0336.860.894
DRCDNetTime=0.2802026.0336.40.894
SIRRTime=0.0022026.0336.390.891
DDNSupervision=Supervised2026.0536.160.946
PReNetTime=0.0142026.0335.550.886
RGSUDSupervision=Unsupervised2026.0535.50.957
CSUDSupervision=Unsupervised2026.0534.780.949
Fr-DiffSupervision=Unsupervised2026.0534.340.942
TP-DiffSupervision=Unsupervised2026.0534.270.938
DehazeSBSupervision=Unsupervised2026.0534.250.93
DCD-GANSupervision=Unsupervised2026.0534.160.943
DerainCycleGANSupervision=Unsupervised2026.0534.120.95
DDNTime=0.0022026.0334.060.869
NLCLSupervision=Unsupervised2026.0533.820.947
DiG-CoMTime=0.3782026.0333.620.863
CycleGANSupervision=Unsupervised2026.0533.540.913
LayerPriorTime=5.0652026.0333.030.867
RestormerYear=CVPR2022, Category=Single-Task Method2026.0332.350.9282
DATPRL-IRYear=Ours, Category=Muti-Domain All-in-One Method2026.0332.320.9265
AdaIRYear=ICLR2025, Category=All-in-One Method2026.0332.280.9278
TransweatherYear=CVPR2022, Category=All-in-One Method2026.0332.210.9304
MoCEIRYear=CVPR2025, Category=All-in-One Method2026.0332.20.9261
PromptIRYear=NeurIPS2023, Category=All-in-One Method2026.0332.090.9254
MPRNetYear=CVPR2021, Category=Single-Task Method2026.0331.990.9263
NAFNetYear=ECCV2022, Category=Single-Task Method2026.0331.990.9249
RCDNetTime=0.0542026.0331.550.867
RainDiffTime=9.6762026.0330.690.851
DSCTime=0.3212026.0324.260.696
DM-DIRRTime=2.3062026.0323.530.684