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ResearchFormerly WizWand

Low-light image enhancement on SID (PSNR, SSIM)

25.88PSNROurs
16.062418.611221.1623.7088Mar 12, 2023Sep 20, 2023Mar 31, 2024Oct 10, 2024Apr 20, 2025Oct 30, 2025May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OursNFE=22024.1025.880.745
OursNFE=42024.1025.850.792
OursNFE=82024.1025.320.802
M2Retinexformer2026.0524.840.678
RetinexformerFLOPS (G)=15.57, Params (M)=1.612023.0324.440.68
RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.0524.440.68
Retinexformer2024.1024.440.68
RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.0324.440.68
Retinexformer2026.0524.440.68
CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.0323.870.661
URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.0523.110.673
URWKVFLOPS (G)=18.34, Params (M)=2.252026.0323.110.673
CIDNetFLOPS (G)=7.57, Params (M)=1.882026.0322.90.676
SNR-NetFLOPS (G)=26.35, Params (M)=4.012023.0322.870.625
SNR-Net2024.1022.870.625
SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.0322.870.625
SNR-Net2026.0522.870.625
LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.0522.830.656
UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.0522.740.651
BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.0522.490.638
RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.0522.450.656
RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.0322.450.656
RestormerFLOPS (G)=144.25, Params (M)=26.132023.0322.270.649
Restormer2024.1022.270.649
Restormer2026.0522.270.649
MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.0522.020.658
RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.0522.010.645
PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.0521.930.653
MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.0321.880.608
LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.0521.470.638
MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.0521.360.632
SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.0521.350.55
MIRNetFLOPS (G)=785, Params (M)=31.762023.0320.840.605
MIRNet2024.1020.840.605
MIRNet2026.0520.840.605
IPTFLOPS (G)=6887, Params (M)=115.312023.0320.530.561
3DLUTFLOPS (G)=0.075, Params (M)=0.592023.0320.110.592
3DLUT2024.1020.110.592
DRBNFLOPS (G)=48.61, Params (M)=5.272023.0319.020.577
DRBN2024.1019.020.577
SparseFLOPS (G)=53.26, Params (M)=2.332023.0318.680.606
UFormerFLOPS (G)=12, Params (M)=5.292023.0318.540.577
UformerModel Type=Unified, FLOPs (G)=12.00, Params (M)=5.292025.0518.540.577
Uformer2024.1018.540.577
RUASFLOPS (G)=0.83, Params (M)=0.0032023.0318.440.581
RUASFLOPS (G)=0.83, Params (M)=0.0032026.0318.440.581
FourLLIEModel Type=LLIE, Params (M)=0.122025.0518.420.513
FIDEFLOPS (G)=28.51, Params (M)=8.622023.0318.340.578
FIDEFLOPS (G)=28.51, Params (M)=8.622026.0318.340.578
DeepLPFFLOPS (G)=5.86, Params (M)=1.772023.0318.070.6
KinDFLOPS (G)=34.99, Params (M)=8.022023.0318.020.583
KinDModel Type=LLIE, FLOPs (G)=34.99, Params (M)=8.022025.0518.020.583
KinD2024.1018.020.583
KinDFLOPS (G)=34.99, Params (M)=8.022026.0318.020.583
KinD2026.0518.020.583
EnGANFLOPS (G)=61.01, Params (M)=114.352023.0317.230.543
EnlightenGANModel Type=LLIE, FLOPs (G)=61.01, Params (M)=114.352025.0517.230.543
EnGAN2024.1017.230.543
EnGANFLOPS (G)=61.01, Params (M)=114.352026.0317.230.543
DeepUPEFLOPS (G)=21.1, Params (M)=1.022023.0317.010.604
DeepUPE2024.1017.010.604
DeepUPEFLOPS (G)=21.10, Params (M)=1.022026.0317.010.604
SIDFLOPS (G)=13.73, Params (M)=7.762023.0316.970.591
SID2024.1016.970.591
SIDFLOPS (G)=13.73, Params (M)=7.762026.0316.970.591
RetinexNetFLOPS (G)=587.47, Params (M)=0.842023.0316.480.578
RetinexNet2024.1016.480.578
RetinexNetFLOPS (G)=587.47, Params (M)=0.842026.0316.480.578
RetinexNet2026.0516.480.578
RFFLOPS (G)=46.23, Params (M)=21.542023.0316.440.596