Low-light image enhancement on SMID (PSNR, SSIM)
29.55PSNRCLE-RWKV
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.03 | 29.55 | 82 | |
| URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.05 | 29.44 | 82.6 | |
| URWKVFLOPS (G)=18.34, Params (M)=2.252026.03 | 29.44 | 82.6 | |
| MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.03 | 29.26 | 81.8 | |
| PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.05 | 29.19 | 81.7 | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612023.03 | 29.15 | 81.5 | |
| RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.05 | 29.15 | 81.5 | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.03 | 29.15 | 81.5 | |
| Retinexformer2026.05 | 29.01 | 81.4 | |
| M2Retinexformer2026.05 | 28.76 | 81.4 | |
| RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.05 | 28.62 | 80.9 | |
| RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.03 | 28.62 | 80.9 | |
| RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.05 | 28.58 | 80.6 | |
| SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.05 | 28.52 | 80.7 | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012023.03 | 28.49 | 80.5 | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.03 | 28.49 | 80.5 | |
| SNR-Net2026.05 | 28.49 | 80.5 | |
| LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.05 | 28.42 | 79.4 | |
| LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.05 | 28.42 | 80.7 | |
| MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.05 | 28.41 | 80.5 | |
| BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.05 | 28.24 | 81.2 | |
| UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.05 | 28.18 | 80.9 | |
| CIDNetFLOPS (G)=7.57, Params (M)=1.882026.03 | 27.37 | 78.5 | |
| UFormerFLOPS (G)=12, Params (M)=5.292023.03 | 27.2 | 79.2 | |
| UformerModel Type=Unified, FLOPs (G)=12.00, Params (M)=5.292025.05 | 27.2 | 79.2 | |
| IPTFLOPS (G)=6887, Params (M)=115.312023.03 | 27.03 | 78.3 | |
| RestormerFLOPS (G)=144.25, Params (M)=26.132023.03 | 26.97 | 75.8 | |
| Restormer2026.05 | 26.97 | 75.8 | |
| DRBNFLOPS (G)=48.61, Params (M)=5.272023.03 | 26.6 | 78.1 | |
| MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.05 | 26.21 | 76.9 | |
| RUASFLOPS (G)=0.83, Params (M)=0.0032023.03 | 25.88 | 74.4 | |
| RUASFLOPS (G)=0.83, Params (M)=0.0032026.03 | 25.88 | 74.4 | |
| MIRNetFLOPS (G)=785, Params (M)=31.762023.03 | 25.66 | 76.2 | |
| MIRNet2026.05 | 25.66 | 76.2 | |
| FourLLIEModel Type=LLIE, Params (M)=0.122025.05 | 25.64 | 75 | |
| SparseFLOPS (G)=53.26, Params (M)=2.332023.03 | 25.48 | 76.6 | |
| SIDFLOPS (G)=13.73, Params (M)=7.762023.03 | 24.78 | 71.8 | |
| SIDFLOPS (G)=13.73, Params (M)=7.762026.03 | 24.78 | 71.8 | |
| FIDEFLOPS (G)=28.51, Params (M)=8.622023.03 | 24.42 | 69.2 | |
| FIDEFLOPS (G)=28.51, Params (M)=8.622026.03 | 24.42 | 69.2 | |
| DeepLPFFLOPS (G)=5.86, Params (M)=1.772023.03 | 24.36 | 68.8 | |
| DeepUPEFLOPS (G)=21.1, Params (M)=1.022023.03 | 23.91 | 69 | |
| DeepUPEFLOPS (G)=21.10, Params (M)=1.022026.03 | 23.91 | 69 | |
| 3DLUTFLOPS (G)=0.075, Params (M)=0.592023.03 | 23.86 | 67.8 | |
| RFFLOPS (G)=46.23, Params (M)=21.542023.03 | 23.11 | 68.1 | |
| RetinexNetFLOPS (G)=587.47, Params (M)=0.842023.03 | 22.83 | 68.4 | |
| RetinexNetFLOPS (G)=587.47, Params (M)=0.842026.03 | 22.83 | 68.4 | |
| RetinexNet2026.05 | 22.83 | 68.4 | |
| EnGANFLOPS (G)=61.01, Params (M)=114.352023.03 | 22.62 | 67.4 | |
| EnlightenGANModel Type=LLIE, FLOPs (G)=61.01, Params (M)=114.352025.05 | 22.62 | 67.4 | |
| EnGANFLOPS (G)=61.01, Params (M)=114.352026.03 | 22.62 | 67.4 | |
| KinDFLOPS (G)=34.99, Params (M)=8.022023.03 | 22.18 | 63.4 | |
| KinDModel Type=LLIE, FLOPs (G)=34.99, Params (M)=8.022025.05 | 22.18 | 63.4 | |
| KinDFLOPS (G)=34.99, Params (M)=8.022026.03 | 22.18 | 63.4 | |
| KinD2026.05 | 22.18 | 63.4 |