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Low-light Image Enhancement on 4K UHD 3840x2160

8.68Inference Time (ms)Ours (CPE)
-1,396.23288,086.928617,570.0927,053.2514Apr 10, 2026

Evaluation results

MethodLinks
Ours (CPE)Params (M)=1.14, Strategy=Native E2E2026.048.68115.2
FLOLParams (M)=0.09, Strategy=Native2026.041099.17
Zero-DCE++Params (M)=0.01, Strategy=Native / Scale2026.04127.17.87
RetinexformerParams (M)=1.61, Strategy=Patching2026.04426.92.34
UHDMParams (M)=5.93, Strategy=Native/Resize 2562026.04451.92.21
HVI-CIDNetParams (M)=1.98, Strategy=Native/Patching2026.04456.792.19
AGLLDiffParams (M)=552.98, Strategy=Resize 2562026.048,932.50.112
LLFormerParams (M)=24.55, Strategy=Native/Patching2026.0435,131.50.028