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ResearchFormerly WizWand

Low-Light Image Enhancement on LOL-Real (test)

25.61PSNRPTG-RM (SNR backbone)
9.084413.374717.66521.9553Jul 21, 2022Oct 28, 2022Feb 5, 2023May 16, 2023Aug 24, 2023Dec 2, 2023Mar 11, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PTG-RM (SNR backbone)Prior=BLIP2, Backbone=SNR2024.0325.610.891
Unsupervised Night Image Enhancement NetworkLearning=UL2022.0725.510.8
PTG-RM (SNR backbone)Prior=CLIP, Backbone=SNR2024.0325.50.892
PTG-RM (SNR backbone)Prior=Restoration models (SDSD), Backbone=SNR2024.0325.240.887
PTG-RM (SNR backbone)Prior=Stable Diffusion, Backbone=SNR2024.0325.190.874
PTG-RM (SNR backbone)Mode=Feature Refinement, Backbone=SNR2024.0324.90.888
PTG-RM (URetinex backbone)Prior=CLIP, Backbone=URetinex2024.0324.70.878
PTG-RM (URetinex backbone)Mode=Feature Refinement, Backbone=URetinex2024.0324.560.87
PTG-RM (URetinex backbone)Prior=Stable Diffusion, Backbone=URetinex2024.0323.990.866
PTG-RM (URetinex backbone)Prior=Restoration models (SDSD), Backbone=URetinex2024.0323.990.862
PTG-RM (URetinex backbone)Prior=BLIP2, Backbone=URetinex2024.0323.570.869
PTG-RM (UHD backbone)Prior=CLIP, Backbone=UHD2024.0322.910.767
PTG-RM (UHD backbone)Mode=Feature Refinement, Backbone=UHD2024.0322.740.764
PTG-RM (UHD backbone)Prior=Stable Diffusion, Backbone=UHD2024.0322.350.758
PTG-RM (UHD backbone)Prior=BLIP2, Backbone=UHD2024.0321.830.732
PTG-RM (UHD backbone)Prior=Restoration models (SDSD), Backbone=UHD2024.0321.710.737
SCI + Ours-cRefinement Module=Ours-c, Pre-trained Model=CLIP2024.0321.620.781
SNRRefinement=None2024.0321.480.849
URetinexRefinement=None2024.0321.160.84
ZDLearning=ZSL2022.0720.540.78
SCIRefinement Module=None2024.0320.280.752
UHDRefinement=None2024.0319.870.706
DRBNLearning=SSL2022.0719.660.76
RUAS + Ours-cRefinement Module=Ours-c, Pre-trained Model=CLIP2024.0319.530.747
SICELearning=SL2022.0719.40.69
ZeroDCE + Ours-cRefinement Module=Ours-c, Pre-trained Model=CLIP2024.0318.790.614
RUASRefinement Module=None2024.0318.370.723
SharmaLearning=SSL2022.0718.340.64
EGLearning=UL2022.0718.230.61
ZeroDCERefinement Module=None2024.0318.060.58
LLNetLearning=SL2022.0717.560.54
RRMLearning=Opti2022.0717.340.68
SRIELearning=Opti2022.0717.340.68
JEDLearning=Opti2022.0717.330.66
AfifiLearning=SL2022.0716.380.53
RNLearning=SL2022.0715.470.56
RUASLearning=SL2022.0715.330.52
RRDNetLearning=ZSL2022.0714.850.56
DUPELearning=SL2022.0713.270.45
MIRNetLearning=ZSL2022.0712.670.41
RDIPLearning=ZSL2022.0711.430.36
InputLearning=NA2022.079.720.18