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ResearchFormerly WizWand

Low-Light Image Enhancement on MIT-Adobe FiveK

26.08PSNRURWKV
11.967215.631119.29522.9589May 29, 2025Aug 3, 2025Oct 9, 2025Dec 15, 2025Feb 19, 2026Apr 27, 2026Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
URWKV2025.0526.080.936—
MambaLIE2026.0725.830.9280.042
LLFormerPara (M)=24.6, RT (ms)=4631.71, Mem (M)=33106.9, Resolution=1568×1568, GPU=single RTX 40902025.0925.750.9230.045
LLFormer2026.0725.750.9230.045
LLFormer2025.0525.60.917—
SAGAPara (M)=22.4, RT (ms)=884.64, Mem (M)=6237.7, Resolution=1568×1568, GPU=single RTX 40902025.0925.60.9220.047
BiFormer2025.0525.510.929—
Restormer2025.0525.480.929—
SWANet2026.0725.210.8960.055
PDHAT2025.05250.929—
PPformer2026.0724.940.922—
RestormerResolution=1568×1568, GPU=single RTX 40902025.0924.920.9110.058
Restormer2026.0724.920.9110.058
Retinexformer2025.0524.580.886—
DPRED2026.0724.440.7830.231
SNR-Net2025.0524.390.895—
LEDNet2025.0524.340.915—
MIRNet2025.0523.730.895—
EFINet2026.0722.550.8310.089
Uformer2026.0721.920.8710.085
RUAS2025.0520.910.863—
DSLRResolution=1568×1568, GPU=single RTX 40902025.0920.240.8290.153
SCLM2026.0720.220.7560.265
RetinexDIP2026.0718.670.8130.116
SRIE2026.0718.630.8380.104
ELGANResolution=1568×1568, GPU=single RTX 40902025.0917.910.8360.143
ELGAN2026.0717.90.8360.143
MF2026.0717.630.8140.12
RetinexNet2025.0516.320.782—
KinD2026.0716.20.7840.149
RUASResolution=1568×1568, GPU=single RTX 40902025.0915.990.7860.139
Z_DCEResolution=1568×1568, GPU=single RTX 40902025.0915.930.7670.165
ZeroDCE2026.0715.930.7670.165
RUAS2026.0715.60.7860.14
Z_DCE++Resolution=1568×1568, GPU=single RTX 40902025.0914.610.4050.231
ZeroDCE++2026.0714.610.4060.231
EnlightenGAN2025.0513.260.745—
RetinexNet2026.0712.510.670.253