Underwater Image Enhancement on EUVP (test)
29.477PSNRLit-Net
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Lit-Net2025.12 | 29.477 | 0.851 | 0.169 | 3.027 | 7.011 | 32.109 | — | — | — | — | — | — | |
| TIDE2025.12 | 29.469 | 0.906 | 0.159 | 3.281 | 7.066 | 29.545 | — | — | — | — | — | — | |
| FUSION2025.12 | 28.671 | 0.862 | 0.174 | 3.22 | 7.048 | 29.547 | — | — | — | — | — | — | |
| DWNet2025.12 | 28.654 | 0.835 | 0.173 | 3.042 | 7.051 | 30.856 | — | — | — | — | — | — | |
| CE-VAE2024.06 | 27.75 | 0.89 | 0.2 | — | — | — | — | — | — | — | — | — | |
| UShape-Transformer2024.06 | 27.59 | 0.88 | 0.23 | — | — | — | — | — | — | — | — | — | |
| UIESNNArchitecture Type=SNN2026.05 | 26.97 | 0.8936 | — | — | — | — | — | 16.72 | 199.33 | — | — | — | |
| Ushape2025.12 | 26.822 | 0.811 | 0.187 | 3.052 | 6.843 | 35.648 | — | — | — | — | — | — | |
| UGAN2025.12 | 26.551 | 0.807 | 0.22 | 2.896 | 6.833 | 35.859 | — | — | — | — | — | — | |
| UGAN-P2025.12 | 26.549 | 0.805 | 0.223 | 2.931 | 6.816 | 35.099 | — | — | — | — | — | — | |
| FUnIE-GAN2025.12 | 26.22 | 0.792 | 0.212 | 2.971 | 6.892 | 30.912 | — | — | — | — | — | — | |
| VLIFArchitecture Type=SNN2026.05 | 25.69 | 0.8817 | — | — | — | — | — | 15.72 | 697.63 | — | — | — | |
| ESDNetArchitecture Type=SNN2026.05 | 25.36 | 0.8645 | — | — | — | — | — | 12.81 | 174.63 | — | — | — | |
| Swin-PatchGAN2025.12 | 24.76 | 0.89 | — | 4.18 | — | — | — | — | — | — | — | — | |
| DeepSESR2024.06 | 24.22 | 0.85 | 0.25 | — | — | — | — | — | — | — | — | — | |
| RADNlearning rate=0.001, patch size=48, batch size=22026.05 | 23.683 | 0.827 | — | — | — | — | — | — | — | 0.151 | 0.786 | — | |
| FUnIE-GAN2024.06 | 23.53 | 0.84 | 0.26 | — | — | — | — | — | — | — | — | — | |
| FUnIEre-trained=true, learning rate=0.001, patch size=48, batch size=22026.05 | 23.451 | 0.758 | — | — | — | — | — | — | — | 0.159 | 0.634 | — | |
| CCMSNetre-trained=true, learning rate=0.001, patch size=48, batch size=22026.05 | 23.35 | 0.803 | — | — | — | — | — | — | — | 0.163 | 0.756 | — | |
| UIE-DAL2025.12 | 23.15 | 0.86 | — | 3.92 | — | — | — | — | — | — | — | — | |
| Semi-UIRre-trained=true, learning rate=0.001, patch size=48, batch size=22026.05 | 22.996 | 0.816 | — | — | — | — | — | — | — | 0.266 | 0.676 | — | |
| U-shapere-trained=true, learning rate=0.001, patch size=48, batch size=22026.05 | 22.009 | 0.737 | — | — | — | — | — | — | — | 1.058 | 0.575 | — | |
| WaterGAN2025.12 | 21.34 | 0.83 | — | 3.78 | — | — | — | — | — | — | — | — | |
| TACLArchitecture Type=ANN2026.05 | 20.99 | 0.782 | — | — | — | — | — | 28.29 | 1,104.3 | — | — | — | |
| UGAN2024.06 | 20.98 | 0.83 | 0.31 | — | — | — | — | — | — | — | — | — | |
| WaterNet2026.01 | 19.917 | 0.867 | — | 2.939 | — | — | 0.976 | — | — | — | — | — | |
| UIBLA2024.06 | 18.95 | 0.74 | 0.33 | — | — | — | — | — | — | — | — | — | |
| Shallowre-trained=true, learning rate=0.001, patch size=48, batch size=22026.05 | 18.942 | 0.644 | — | — | — | — | — | — | — | 1.394 | 0.432 | — | |
| TWIN2024.06 | 18.91 | 0.79 | 0.32 | — | — | — | — | — | — | — | — | — | |
| Cluie-Net2024.06 | 18.9 | 0.78 | 0.3 | — | — | — | — | — | — | — | — | — | |
| UDCP2025.12 | 18.76 | 0.79 | — | 3.45 | — | — | — | — | — | — | — | — | |
| Spectroformer2024.06 | 18.7 | 0.79 | 0.32 | — | — | — | — | — | — | — | — | — | |
| RGHS2024.06 | 18.05 | 0.78 | 0.31 | — | — | — | — | — | — | — | — | — | |
| UIE-WDArchitecture Type=ANN2026.05 | 17.8 | 0.76 | — | — | — | — | — | 14.46 | 472.7 | — | — | — | |
| Histogram Equalization2025.12 | 17.23 | 0.74 | — | 3.12 | — | — | — | — | — | — | — | — | |
| Input2025.12 | 16.45 | 0.72 | — | 2.89 | — | — | — | — | — | — | — | — | |
| UWCNNre-trained=true, learning rate=0.001, patch size=48, batch size=22026.05 | 15.334 | 0.638 | — | — | — | — | — | — | — | 3.66 | 0.334 | — | |
| DIVER2026.01 | 15.071 | 0.881 | — | 2.942 | — | — | 1.279 | — | — | — | — | — | |
| UDCP2024.06 | 14.52 | 0.59 | 0.35 | — | — | — | — | — | — | — | — | — | |
| P2CNet2026.01 | 11.405 | 0.865 | — | 2.939 | — | — | 1.154 | — | — | — | — | — | |
| IBLA2026.01 | 10.089 | 0.812 | — | 2.196 | — | — | 0.724 | — | — | — | — | — | |
| Spectoformer2026.01 | 9.296 | 0.842 | — | 2.812 | — | — | 0.707 | — | — | — | — | — | |
| ULAP2026.01 | 9.242 | 0.803 | — | 2.193 | — | — | 0.757 | — | — | — | — | — | |
| UDNet2026.01 | 9.203 | 0.845 | — | 3.059 | — | — | 0.935 | — | — | — | — | — | |
| Phaseformer2026.01 | 8.987 | 0.843 | — | 2.684 | — | — | 0.811 | — | — | — | — | — | |
| DCP2026.01 | 8.678 | 0.829 | — | 1.974 | — | — | 0.678 | — | — | — | — | — | |
| UDCP2026.01 | 7.473 | 0.659 | — | 1.9 | — | — | 0.773 | — | — | — | — | — | |
| CCMSNet2026.05 | — | — | — | 1.5212 | — | — | 0.5806 | — | — | — | — | 7.6045 | |
| FUnIE2026.05 | — | — | — | 1.4298 | — | — | 0.5873 | — | — | — | — | 7.0463 | |
| RADN2026.05 | — | — | — | 1.5052 | — | — | 0.6171 | — | — | — | — | 7.6997 | |
| Semi-UIR2026.05 | — | — | — | 1.4442 | — | — | 0.5727 | — | — | — | — | 7.2839 | |
| Shallow2026.05 | — | — | — | 1.2973 | — | — | 0.5933 | — | — | — | — | 7.1349 | |
| U-shape2026.05 | — | — | — | 1.3072 | — | — | 0.5578 | — | — | — | — | 7.3868 | |
| UWCNN2026.05 | — | — | — | 1.2225 | — | — | 0.5229 | — | — | — | — | 6.7783 |