Low-light image enhancement on SID (PSNR, SSIM)
25.88PSNROurs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OursNFE=22024.10 | 25.88 | 0.745 | |
| OursNFE=42024.10 | 25.85 | 0.792 | |
| OursNFE=82024.10 | 25.32 | 0.802 | |
| M2Retinexformer2026.05 | 24.84 | 0.678 | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612023.03 | 24.44 | 0.68 | |
| RetinexformerModel Type=LLIE, FLOPs (G)=15.57, Params (M)=1.612025.05 | 24.44 | 0.68 | |
| Retinexformer2024.10 | 24.44 | 0.68 | |
| RetinexformerFLOPS (G)=15.57, Params (M)=1.612026.03 | 24.44 | 0.68 | |
| Retinexformer2026.05 | 24.44 | 0.68 | |
| CLE-RWKVFLOPS (G)=13.69, Params (M)=3.622026.03 | 23.87 | 0.661 | |
| URWKVModel Type=Unified, FLOPs (G)=18.34, Params (M)=2.252025.05 | 23.11 | 0.673 | |
| URWKVFLOPS (G)=18.34, Params (M)=2.252026.03 | 23.11 | 0.673 | |
| CIDNetFLOPS (G)=7.57, Params (M)=1.882026.03 | 22.9 | 0.676 | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012023.03 | 22.87 | 0.625 | |
| SNR-Net2024.10 | 22.87 | 0.625 | |
| SNR-NetFLOPS (G)=26.35, Params (M)=4.012026.03 | 22.87 | 0.625 | |
| SNR-Net2026.05 | 22.87 | 0.625 | |
| LLFormerModel Type=LLIE, FLOPs (G)=22.52, Params (M)=24.522025.05 | 22.83 | 0.656 | |
| UHDFourModel Type=LLIE, FLOPs (G)=57.42, Params (M)=15.902025.05 | 22.74 | 0.651 | |
| BiFormerModel Type=LLIE, FLOPs (G)=5.93, Params (M)=0.832025.05 | 22.49 | 0.638 | |
| RetinexMambaModel Type=LLIE, FLOPs (G)=34.75, Params (M)=24.12025.05 | 22.45 | 0.656 | |
| RetinexMambaFLOPS (G)=34.75, Params (M)=4.592026.03 | 22.45 | 0.656 | |
| RestormerFLOPS (G)=144.25, Params (M)=26.132023.03 | 22.27 | 0.649 | |
| Restormer2024.10 | 22.27 | 0.649 | |
| Restormer2026.05 | 22.27 | 0.649 | |
| MambaIRModel Type=Unified, FLOPs (G)=60.66, Params (M)=4.302025.05 | 22.02 | 0.658 | |
| RestormerModel Type=Unified, FLOPs (G)=140.99, Params (M)=26.112025.05 | 22.01 | 0.645 | |
| PDHATModel Type=Joint LLIE and deblurring, FLOPs (G)=208.19, Params (M)=7.832025.05 | 21.93 | 0.653 | |
| MambaLLIEFLOPS (G)=80.40, Params (M)=2.282026.03 | 21.88 | 0.608 | |
| LEDNetModel Type=Joint LLIE and deblurring, FLOPs (G)=38.57, Params (M)=7.412025.05 | 21.47 | 0.638 | |
| MIRNetModel Type=Unified, FLOPs (G)=785.00, Params (M)=31.762025.05 | 21.36 | 0.632 | |
| SNR-NetModel Type=LLIE, FLOPs (G)=26.35, Params (M)=4.012025.05 | 21.35 | 0.55 | |
| MIRNetFLOPS (G)=785, Params (M)=31.762023.03 | 20.84 | 0.605 | |
| MIRNet2024.10 | 20.84 | 0.605 | |
| MIRNet2026.05 | 20.84 | 0.605 | |
| IPTFLOPS (G)=6887, Params (M)=115.312023.03 | 20.53 | 0.561 | |
| 3DLUTFLOPS (G)=0.075, Params (M)=0.592023.03 | 20.11 | 0.592 | |
| 3DLUT2024.10 | 20.11 | 0.592 | |
| DRBNFLOPS (G)=48.61, Params (M)=5.272023.03 | 19.02 | 0.577 | |
| DRBN2024.10 | 19.02 | 0.577 | |
| SparseFLOPS (G)=53.26, Params (M)=2.332023.03 | 18.68 | 0.606 | |
| UFormerFLOPS (G)=12, Params (M)=5.292023.03 | 18.54 | 0.577 | |
| UformerModel Type=Unified, FLOPs (G)=12.00, Params (M)=5.292025.05 | 18.54 | 0.577 | |
| Uformer2024.10 | 18.54 | 0.577 | |
| RUASFLOPS (G)=0.83, Params (M)=0.0032023.03 | 18.44 | 0.581 | |
| RUASFLOPS (G)=0.83, Params (M)=0.0032026.03 | 18.44 | 0.581 | |
| FourLLIEModel Type=LLIE, Params (M)=0.122025.05 | 18.42 | 0.513 | |
| FIDEFLOPS (G)=28.51, Params (M)=8.622023.03 | 18.34 | 0.578 | |
| FIDEFLOPS (G)=28.51, Params (M)=8.622026.03 | 18.34 | 0.578 | |
| DeepLPFFLOPS (G)=5.86, Params (M)=1.772023.03 | 18.07 | 0.6 | |
| KinDFLOPS (G)=34.99, Params (M)=8.022023.03 | 18.02 | 0.583 | |
| KinDModel Type=LLIE, FLOPs (G)=34.99, Params (M)=8.022025.05 | 18.02 | 0.583 | |
| KinD2024.10 | 18.02 | 0.583 | |
| KinDFLOPS (G)=34.99, Params (M)=8.022026.03 | 18.02 | 0.583 | |
| KinD2026.05 | 18.02 | 0.583 | |
| EnGANFLOPS (G)=61.01, Params (M)=114.352023.03 | 17.23 | 0.543 | |
| EnlightenGANModel Type=LLIE, FLOPs (G)=61.01, Params (M)=114.352025.05 | 17.23 | 0.543 | |
| EnGAN2024.10 | 17.23 | 0.543 | |
| EnGANFLOPS (G)=61.01, Params (M)=114.352026.03 | 17.23 | 0.543 | |
| DeepUPEFLOPS (G)=21.1, Params (M)=1.022023.03 | 17.01 | 0.604 | |
| DeepUPE2024.10 | 17.01 | 0.604 | |
| DeepUPEFLOPS (G)=21.10, Params (M)=1.022026.03 | 17.01 | 0.604 | |
| SIDFLOPS (G)=13.73, Params (M)=7.762023.03 | 16.97 | 0.591 | |
| SID2024.10 | 16.97 | 0.591 | |
| SIDFLOPS (G)=13.73, Params (M)=7.762026.03 | 16.97 | 0.591 | |
| RetinexNetFLOPS (G)=587.47, Params (M)=0.842023.03 | 16.48 | 0.578 | |
| RetinexNet2024.10 | 16.48 | 0.578 | |
| RetinexNetFLOPS (G)=587.47, Params (M)=0.842026.03 | 16.48 | 0.578 | |
| RetinexNet2026.05 | 16.48 | 0.578 | |
| RFFLOPS (G)=46.23, Params (M)=21.542023.03 | 16.44 | 0.596 |