List your company
ResearchFormerly WizWand

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

30.85PSNRGLARE
16.009219.862123.71527.5679Jul 17, 2024Nov 6, 2024Feb 26, 2025Jun 18, 2025Oct 8, 2025Jan 28, 2026May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GLARE2024.0730.850.884
URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.0529.990.887
Retformer2024.0729.840.877
LL-SKF2024.0729.840.877
RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.0529.830.878
LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.0529.140.841
MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.0528.990.869
SNR2024.0728.660.866
SNR-Net2026.0528.660.866
RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.0528.520.859
PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.0528.190.862
RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.0527.990.868
Retinexformer2026.0527.950.863
IPT2024.0727.550.85
MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.0527.530.851
OursInput=I+E, #Prams (M)=2.13, FLOPs (G)=70.952026.0527.450.8668
M2Retinexformer2026.0527.390.843
MIRNet2024.0727.130.837
MIRNet2026.0527.130.837
EvLightVenue=CVPR’24, Input=I+E, #Prams (M)=22.73, FLOPs (G)=180.902026.0526.670.8356
LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.0526.660.85
BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.0526.130.841
RetinexformerVenue=ICCV’23, Input=I, #Prams (M)=1.61, FLOPs (G)=15.572026.0526.080.815
DRBN2024.0725.770.841
MambaLLIEVenue=NIPS’24, Input=I, #Prams (M)=2.28, FLOPs (G)=20.852026.0525.50.8023
Sparse2024.0725.280.804
SID2024.0724.90.693
SNR-NetVenue=CVPR’22, Input=I, #Prams (M)=4.01, FLOPs (G)=26.352026.0524.820.7401
Restormer2024.0724.790.802
Restormer2026.0524.790.802
FourLLIEModel Type=LLIE, Params (M)=0.122025.0524.670.787
eSL-NetVenue=ECCV’20, Input=I+E, #Prams (M)=0.56, FLOPs (G)=560.942026.0524.490.8031
UformerVenue=CVPR’22, Input=I, #Prams (M)=5.29, FLOPs (G)=12.002026.0524.080.8184
UFormer2024.0723.850.748
UformerModel Type=Unified, FLOPs (G)=12.00, Params (M)=5.292025.0523.850.748
RUAS2024.0723.840.743
Liu et al.Venue=AAAI’23, Input=I+E, #Prams (M)=47.06, FLOPs (G)=44.712026.0523.510.7263
ELIEVenue=TMM’23, Input=I+E, #Prams (M)=33.36, FLOPs (G)=440.322026.0523.290.7423
UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.0523.280.771
EvLowightVenue=ICCV’23, Input=I+E*, #Prams (M)=15.032026.0523.270.7363
SFHFormerVenue=ECCV’24, Input=I, #Prams (M)=1.54, FLOPs (G)=19.612026.0523.260.7539
KinD2024.0721.970.654
KinDModel Type=LLIE, FLOPs (G)=34.99, Params (M)=8.022025.0521.970.654
KinD2026.0521.970.654
RetinexNet2026.0520.960.629
LLFlow-L-SKFVenue=CVPR’23, Input=I, #Prams (M)=39.91, FLOPs (G)=409.502026.0520.390.6338
EnlightenGANModel Type=LLIE, FLOPs (G)=61.01, Params (M)=114.352025.0520.10.616
SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.0519.220.657
E2VID+Venue=ECCV’20, Input=E, #Prams (M)=10.71, FLOPs (G)=27.992026.0516.580.6036