Low-Light Image Enhancement on SDSD indoor (PSNR/SSIM)
31.24PSNRURWKV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.05 | 31.24 | 0.911 | |
| URWKVFLOPS (G)=18.34, Params (M)=2.252026.03 | 31.24 | 0.911 | |
| CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.03 | 30.91 | 0.896 | |
| M2Retinexformer2026.05 | 30.48 | 0.908 | |
| MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.03 | 30.12 | 0.9 | |
| RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.05 | 29.78 | 0.895 | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.03 | 29.77 | 0.896 | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.03 | 29.44 | 0.894 | |
| SNR-Net2026.05 | 29.44 | 0.894 | |
| UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.05 | 29.13 | 0.895 | |
| CIDNetFLOPS (G)=7.57, Params (M)=1.882026.03 | 29.02 | 0.877 | |
| Retinexformer2026.05 | 28.74 | 0.883 | |
| BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.05 | 28.73 | 0.899 | |
| RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.05 | 28.49 | 0.892 | |
| RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.05 | 28.44 | 0.894 | |
| RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.03 | 28.44 | 0.894 | |
| LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.05 | 27.29 | 0.876 | |
| LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.05 | 26.82 | 0.825 | |
| MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.05 | 26.64 | 0.888 | |
| PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.05 | 26.32 | 0.884 | |
| SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.05 | 26.13 | 0.815 | |
| Restormer2026.05 | 25.67 | 0.827 | |
| MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.05 | 25.14 | 0.876 | |
| FourLLIEModel Type=LLIE, Params (M)=0.122025.05 | 24.74 | 0.826 | |
| MIRNet2026.05 | 24.38 | 0.864 | |
| SIDFLOPS (G)=13.73, Params (M)=7.762026.03 | 23.29 | 0.703 | |
| UformerModel Type=Unified, FLOPs (G)=12.00, Params (M)=5.292025.05 | 23.17 | 0.859 | |
| RUASFLOPS (G)=0.83, Params (M)=0.0032026.03 | 23.17 | 0.696 | |
| FIDEFLOPS (G)=28.51, Params (M)=8.622026.03 | 22.41 | 0.659 | |
| KinDModel Type=LLIE, FLOPs (G)=34.99, Params (M)=8.022025.05 | 21.95 | 0.672 | |
| KinDFLOPS (G)=34.99, Params (M)=8.022026.03 | 21.95 | 0.672 | |
| KinD2026.05 | 21.95 | 0.672 | |
| DeepUPEFLOPS (G)=21.10, Params (M)=1.022026.03 | 21.7 | 0.662 | |
| RetinexNetFLOPS (G)=587.47, Params (M)=0.842026.03 | 20.84 | 0.617 | |
| RetinexNet2026.05 | 20.84 | 0.617 | |
| EnlightenGANModel Type=LLIE, FLOPs (G)=61.01, Params (M)=114.352025.05 | 20.02 | 0.604 | |
| EnGANFLOPS (G)=61.01, Params (M)=114.352026.03 | 20.02 | 0.604 |