Underwater Image Enhancement on EUVP
4.399UIQMGUPDM
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GUPDM2024.03 | 4.399 | 25.18 | 84.8 | 0.114 | 20.744 | 59 | — | — | — | — | — | |
| SS-UIE2024.03 | 4.353 | 26 | 82.4 | 0.16 | 24.829 | 58.7 | — | — | — | — | — | |
| HCLR2024.03 | 4.288 | 27.08 | 85 | 0.117 | 25.114 | 59.1 | — | — | — | — | — | |
| PA-Diff2024.03 | 4.273 | 29.12 | 88 | 0.101 | 18.769 | 59.9 | — | — | — | — | — | |
| WF-Diff2024.03 | 4.269 | 27.24 | 85.1 | 0.128 | 21.517 | 59.2 | — | — | — | — | — | |
| DM-water2024.03 | 4.266 | 26.45 | 85.2 | 0.183 | 24.484 | 59.8 | — | — | — | — | — | |
| CECF2024.03 | 4.252 | 28.02 | 86.1 | 0.126 | 22.63 | 59.6 | — | — | — | — | — | |
| UIEC2Net2024.03 | 4.248 | 24.04 | 81.8 | 0.18 | 29.755 | 59.4 | — | — | — | — | — | |
| Ucolor2024.03 | 4.24 | 25.68 | 87.1 | 0.159 | 26.114 | 58.6 | — | — | — | — | — | |
| Ushape2024.03 | 4.238 | 25.53 | 81.8 | 0.139 | 24.914 | 58.7 | — | — | — | — | — | |
| WaterNet2024.03 | 4.182 | 18.43 | 77 | 0.308 | 39.888 | 58.5 | — | — | — | — | — | |
| UWCNN2024.03 | 4.157 | 17.5 | 69.2 | 0.341 | 55.767 | 57 | — | — | — | — | — | |
| UIEWD2024.03 | 4.063 | 13.93 | 62.3 | 0.452 | 91.712 | 50.4 | — | — | — | — | — | |
| CCL2026.06 | 3.188 | — | — | — | — | — | 48.638 | 2.051 | 2.146 | 5.83 | — | |
| PUGAN2026.06 | 3.147 | — | — | — | — | — | 46.751 | 2.383 | 2.135 | 5.83 | — | |
| Ucolor2025.03 | 3.112 | — | — | — | — | 57.05 | 39.16 | — | — | — | — | |
| UIE-CLIP2026.06 | 3.108 | — | — | — | — | — | 48.747 | 2.164 | 2.228 | 5.25 | — | |
| RQUL2026.06 | 3.096 | — | — | — | — | — | 50.5 | 2.802 | 2.337 | 1.83 | — | |
| DPF2026.06 | 3.083 | — | — | — | — | — | 47.976 | 2.196 | 2.124 | 7 | — | |
| Water-Net2025.03 | 3.058 | — | — | — | — | 60.71 | 37.59 | — | — | — | — | |
| PUIE-Net2025.03 | 3.047 | — | — | — | — | 57.57 | 40.79 | — | — | — | — | |
| Semi-UIR2025.03 | 3.047 | — | — | — | — | 59.27 | 44.2 | — | — | — | — | |
| PFUISE2026.06 | 3.038 | — | — | — | — | — | 48.452 | 2.278 | 2.159 | 6.92 | — | |
| HUPE2025.03 | 3.031 | — | — | — | — | 58 | 35.26 | — | — | — | — | |
| FiveAP2026.06 | 2.974 | — | — | — | — | — | 46.504 | 2.274 | 2.2 | 7.92 | — | |
| HCLR2026.06 | 2.96 | — | — | — | — | — | 48.329 | 2.235 | 2.15 | 7.17 | — | |
| WFDiff2026.06 | 2.933 | — | — | — | — | — | 46.111 | 2.057 | 1.831 | 11.67 | — | |
| Semi-UIR2026.06 | 2.906 | — | — | — | — | — | 50.41 | 2.472 | 2.213 | 4.5 | — | |
| SDAR2026.06 | 2.906 | — | — | — | — | — | 47.97 | 2.278 | 2.178 | 7.42 | — | |
| U-shape2025.03 | 2.902 | — | — | — | — | 56.09 | 39.18 | — | — | — | — | |
| SSUIE2026.06 | 2.881 | — | — | — | — | — | 49.75 | 1.931 | 1.993 | 9 | — | |
| Trans-UIE2025.03 | 2.851 | — | — | — | — | 55.48 | 49.62 | — | — | — | — | |
| CE-VAE2026.06 | 2.745 | — | — | — | — | — | 49.498 | 1.897 | 1.808 | 10.67 | — | |
| GDCP2025.03 | 2.714 | — | — | — | — | 60 | 35.8 | — | — | — | — | |
| CCL2026.06 | — | — | — | — | — | — | 48.638 | 2.051 | — | — | 74.393 | |
| CE-VAE2026.06 | — | — | — | — | — | — | 49.498 | 1.897 | — | — | 74.215 | |
| DPF-Net2026.06 | — | — | — | — | — | — | 47.976 | 2.196 | — | — | 73.633 | |
| Dual-Branch Collaborative Framework2026.06 | — | 28.03 | 77.2 | — | — | — | — | — | — | — | — | |
| FUnIE-GAN2026.06 | — | 28.91 | 77.5 | — | — | — | — | — | — | — | — | |
| Fusion2026.06 | — | 28.13 | 71.3 | — | — | — | — | — | — | — | — | |
| HCLR2026.06 | — | — | — | — | — | — | 48.33 | 2.235 | — | — | 74.094 | |
| HE2026.06 | — | 27.96 | 69.9 | — | — | — | — | — | — | — | — | |
| HUPE2026.06 | — | 28.39 | 84.7 | — | — | — | — | — | — | — | — | |
| P2UIE2026.06 | — | — | — | — | — | — | 54.598 | 2.553 | — | — | 74.921 | |
| PFUSIE2026.06 | — | — | — | — | — | — | 51.492 | 2.378 | — | — | 73.067 | |
| PUGAN2026.06 | — | — | — | — | — | — | 46.751 | 2.383 | — | — | 74.323 | |
| PUIE-Net2026.06 | — | 28.45 | 87.1 | — | — | — | — | — | — | — | — | |
| Raw2026.06 | — | 28.39 | 83.2 | — | — | — | — | — | — | — | — | |
| Semi-UIR2026.06 | — | — | — | — | — | — | 50.41 | 2.472 | — | — | 74.909 | |
| SS-UIE2026.06 | — | — | — | — | — | — | 49.75 | 1.931 | — | — | 73.672 | |
| UIE-CLIP2026.06 | — | — | — | — | — | — | 48.747 | 2.164 | — | — | 74.11 | |
| ULAP2026.06 | — | 28.29 | 78.2 | — | — | — | — | — | — | — | — | |
| UWCNN2026.06 | — | 28.61 | 88 | — | — | — | — | — | — | — | — | |
| WaterNet2026.06 | — | 28.73 | 85.6 | — | — | — | — | — | — | — | — | |
| WB2026.06 | — | 28.74 | 86.4 | — | — | — | — | — | — | — | — | |
| WF-Diff2026.06 | — | — | — | — | — | — | 51.483 | 2.057 | — | — | 73.556 |