Low-Light Image Enhancement on SDSD outdoor (PSNR/SSIM)
30.85PSNRGLARE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GLARE2024.07 | 30.85 | 0.884 | |
| URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.05 | 29.99 | 0.887 | |
| Retformer2024.07 | 29.84 | 0.877 | |
| LL-SKF2024.07 | 29.84 | 0.877 | |
| RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.05 | 29.83 | 0.878 | |
| LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.05 | 29.14 | 0.841 | |
| MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.05 | 28.99 | 0.869 | |
| SNR2024.07 | 28.66 | 0.866 | |
| SNR-Net2026.05 | 28.66 | 0.866 | |
| RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.05 | 28.52 | 0.859 | |
| PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.05 | 28.19 | 0.862 | |
| RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.05 | 27.99 | 0.868 | |
| Retinexformer2026.05 | 27.95 | 0.863 | |
| IPT2024.07 | 27.55 | 0.85 | |
| MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.05 | 27.53 | 0.851 | |
| OursInput=I+E, #Prams (M)=2.13, FLOPs (G)=70.952026.05 | 27.45 | 0.8668 | |
| M2Retinexformer2026.05 | 27.39 | 0.843 | |
| MIRNet2024.07 | 27.13 | 0.837 | |
| MIRNet2026.05 | 27.13 | 0.837 | |
| EvLightVenue=CVPR’24, Input=I+E, #Prams (M)=22.73, FLOPs (G)=180.902026.05 | 26.67 | 0.8356 | |
| LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.05 | 26.66 | 0.85 | |
| BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.05 | 26.13 | 0.841 | |
| RetinexformerVenue=ICCV’23, Input=I, #Prams (M)=1.61, FLOPs (G)=15.572026.05 | 26.08 | 0.815 | |
| DRBN2024.07 | 25.77 | 0.841 | |
| MambaLLIEVenue=NIPS’24, Input=I, #Prams (M)=2.28, FLOPs (G)=20.852026.05 | 25.5 | 0.8023 | |
| Sparse2024.07 | 25.28 | 0.804 | |
| SID2024.07 | 24.9 | 0.693 | |
| SNR-NetVenue=CVPR’22, Input=I, #Prams (M)=4.01, FLOPs (G)=26.352026.05 | 24.82 | 0.7401 | |
| Restormer2024.07 | 24.79 | 0.802 | |
| Restormer2026.05 | 24.79 | 0.802 | |
| FourLLIEModel Type=LLIE, Params (M)=0.122025.05 | 24.67 | 0.787 | |
| eSL-NetVenue=ECCV’20, Input=I+E, #Prams (M)=0.56, FLOPs (G)=560.942026.05 | 24.49 | 0.8031 | |
| UformerVenue=CVPR’22, Input=I, #Prams (M)=5.29, FLOPs (G)=12.002026.05 | 24.08 | 0.8184 | |
| UFormer2024.07 | 23.85 | 0.748 | |
| UformerModel Type=Unified, FLOPs (G)=12.00, Params (M)=5.292025.05 | 23.85 | 0.748 | |
| RUAS2024.07 | 23.84 | 0.743 | |
| Liu et al.Venue=AAAI’23, Input=I+E, #Prams (M)=47.06, FLOPs (G)=44.712026.05 | 23.51 | 0.7263 | |
| ELIEVenue=TMM’23, Input=I+E, #Prams (M)=33.36, FLOPs (G)=440.322026.05 | 23.29 | 0.7423 | |
| UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.05 | 23.28 | 0.771 | |
| EvLowightVenue=ICCV’23, Input=I+E*, #Prams (M)=15.032026.05 | 23.27 | 0.7363 | |
| SFHFormerVenue=ECCV’24, Input=I, #Prams (M)=1.54, FLOPs (G)=19.612026.05 | 23.26 | 0.7539 | |
| KinD2024.07 | 21.97 | 0.654 | |
| KinDModel Type=LLIE, FLOPs (G)=34.99, Params (M)=8.022025.05 | 21.97 | 0.654 | |
| KinD2026.05 | 21.97 | 0.654 | |
| RetinexNet2026.05 | 20.96 | 0.629 | |
| LLFlow-L-SKFVenue=CVPR’23, Input=I, #Prams (M)=39.91, FLOPs (G)=409.502026.05 | 20.39 | 0.6338 | |
| EnlightenGANModel Type=LLIE, FLOPs (G)=61.01, Params (M)=114.352025.05 | 20.1 | 0.616 | |
| SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.05 | 19.22 | 0.657 | |
| E2VID+Venue=ECCV’20, Input=E, #Prams (M)=10.71, FLOPs (G)=27.992026.05 | 16.58 | 0.6036 |