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ResearchFormerly WizWand

Low-light Image Enhancement on LOL syn v2 (PSNR, SSIM, LPIPS)

25.71PSNRCIDNet
12.907616.231319.55522.8787Apr 11, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CIDNetModel Size Category=Mid-size (1–10M), Param. (M)=1.88, GFLOPs=7.572026.0425.7194.20.045
RetinexFormerModel Size Category=Mid-size (1–10M), Param. (M)=1.53, GFLOPs=15.852026.0425.67930.059
MultinexModel Size Category=Lightweight (< 1M), Param. (M)=0.0446, GFLOPs=2.502026.0425.04930.068
LLFlowModel Size Category=Heavy (> 10M), Param. (M)=17.42, GFLOPs=358.42026.0424.8191.90.067
GSADModel Size Category=Heavy (> 10M), Param. (M)=17.36, GFLOPs=442.022026.0424.4792.90.051
LYT-NetModel Size Category=Lightweight (< 1M), Param. (M)=0.0449, GFLOPs=3.492026.0423.7892.10.097
Multinex-NanoModel Size Category=Micro (< 10k), Param. (M)=0.00069, GFLOPs=0.042026.0421.0588.20.143
PairLIEModel Size Category=Lightweight (< 1M), Param. (M)=0.3300, GFLOPs=20.812026.0419.0779.40.23
KinDModel Size Category=Mid-size (1–10M), Param. (M)=8.02, GFLOPs=34.992026.0418.3279.60.252
GLAREModel Size Category=Heavy (> 10M), Param. (M)=59.48, GFLOPs=508.422026.0418.2184.20.178
ZeroDCEModel Size Category=Lightweight (< 1M), Param. (M)=0.0790, GFLOPs=4.832026.0417.7181.50.169
BreadModel Size Category=Mid-size (1–10M), Param. (M)=2.02, GFLOPs=19.852026.0417.6391.90.091
RSFNetModel Size Category=Micro (< 10k), Param. (M)=0.002112026.0417.1881.70.159
RetinexNetModel Size Category=Lightweight (< 1M), Param. (M)=0.8400, GFLOPs=584.472026.0417.1476.20.255
QuadPriorModel Size Category=Heavy (> 10M), Param. (M)=1252.75, GFLOPs=1103.22026.0416.1175.80.144
SCIModel Size Category=Micro (< 10k), Param. (M)=0.00026, GFLOPs=0.062026.0415.4374.40.203
RUASModel Size Category=Micro (< 10k), Param. (M)=0.00343, GFLOPs=0.832026.0413.4640.365