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Low-light Image Enhancement on Sony-Total-Dark

23.577PSNRTPCNet
9.9311613.4738317.016520.55917Nov 27, 2025Dec 25, 2025Jan 23, 2026Feb 21, 2026Mar 22, 2026Apr 20, 2026May 19, 2026

Evaluation results

MethodLinks
TPCNetFLOPs(G)=8.762025.1123.5770.691—
RHVI-FDD2026.0423.2750.684—
InterLight2026.0522.980.681—
HVI-CIDNet2025.1122.9040.676—
HVI-CIDNet2026.0422.9040.676—
CIDNet2026.0522.90.676—
UnSCARTraining=Jointly trained on all tasks2026.0321.920.740.37
OneRestoreTraining=Jointly trained on all tasks2026.0321.460.710.57
NAFNetTraining=Jointly trained on all tasks2026.0320.880.690.53
LEDNet2026.0420.830.648—
PromptIRTraining=Jointly trained on all tasks2026.0320.430.620.58
InstructIRTraining=Jointly trained on all tasks2026.0320.290.690.55
AwRaCleTraining=Jointly trained on all tasks2026.0319.470.550.64
RestormerTraining=Jointly trained on all tasks2026.0319.020.640.62
AdaIRTraining=Jointly trained on all tasks2026.0318.840.610.65
RetinexNet2025.1118.230.596—
LLFlow2026.0516.230.367—
LLFlow2026.0416.2260.367—
RetinexNet2026.0515.70.395—
RetinexNet2026.0415.6950.395—
URetinexNet2026.0515.520.323—
PairLIE2025.1115.340.532—
ZeroDCE2026.0514.090.09—
Zero-DCE2026.0414.0870.09—
ZeroDCE++FLOPs(G)=0.612025.1112.6830.082—
RUAS2026.0412.6220.081—
URetinexNet2026.0412.6220.081—
RUAS2026.0512.620.081—
RUASFLOPs(G)=0.832025.1110.4560.086—