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ResearchFormerly WizWand

Low-Light Image Enhancement on SDSD indoor (PSNR/SSIM)

31.24PSNRURWKV
19.571222.600625.6328.6594May 29, 2025Jul 25, 2025Sep 21, 2025Nov 18, 2025Jan 15, 2026Mar 14, 2026May 11, 2026
Updated 6mo ago

Evaluation results

MethodLinks
URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.0531.240.911
URWKVFLOPS (G)=18.34, Params (M)=2.252026.0331.240.911
CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.0330.910.896
M2Retinexformer2026.0530.480.908
MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.0330.120.9
RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.0529.780.895
RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.0329.770.896
SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.0329.440.894
SNR-Net2026.0529.440.894
UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.0529.130.895
CIDNetFLOPS (G)=7.57, Params (M)=1.882026.0329.020.877
Retinexformer2026.0528.740.883
BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.0528.730.899
RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.0528.490.892
RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.0528.440.894
RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.0328.440.894
LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.0527.290.876
LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.0526.820.825
MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.0526.640.888
PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.0526.320.884
SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.0526.130.815
Restormer2026.0525.670.827
MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.0525.140.876
FourLLIEModel Type=LLIE, Params (M)=0.122025.0524.740.826
MIRNet2026.0524.380.864
SIDFLOPS (G)=13.73, Params (M)=7.762026.0323.290.703
UformerModel Type=Unified, FLOPs (G)=12.00, Params (M)=5.292025.0523.170.859
RUASFLOPS (G)=0.83, Params (M)=0.0032026.0323.170.696
FIDEFLOPS (G)=28.51, Params (M)=8.622026.0322.410.659
KinDModel Type=LLIE, FLOPs (G)=34.99, Params (M)=8.022025.0521.950.672
KinDFLOPS (G)=34.99, Params (M)=8.022026.0321.950.672
KinD2026.0521.950.672
DeepUPEFLOPS (G)=21.10, Params (M)=1.022026.0321.70.662
RetinexNetFLOPS (G)=587.47, Params (M)=0.842026.0320.840.617
RetinexNet2026.0520.840.617
EnlightenGANModel Type=LLIE, FLOPs (G)=61.01, Params (M)=114.352025.0520.020.604
EnGANFLOPS (G)=61.01, Params (M)=114.352026.0320.020.604