Temperature Reconstruction on Subcooled Pool Boiling Task 1 (50 random snapshots)
3Relative L2 Error (Temp)UNet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UNetCategory=Deterministic Models2026.05 | 3 | 3.5 | 22.636 | 1.649 | 1.516 | 0.862 | 3.461 | |
| FFNOCategory=Deterministic Models2026.05 | 3.1 | 3.3 | 33.342 | 2.86 | 1.44 | 0.692 | 3.181 | |
| UNetModel Category=Deterministic2026.05 | 3.2 | 3.7 | 22.561 | 2.173 | 1.598 | 0.801 | 4.377 | |
| FFNOModel Category=Deterministic2026.05 | 3.3 | 3.7 | 28.609 | 2.543 | 1.615 | 0.877 | 3.485 | |
| HB-ARFMCategory=Stochastic Models2026.05 | 3.3 | 3.8 | 28.574 | 2.565 | 1.632 | 0.92 | 2.254 | |
| Flow MatchingCategory=Stochastic Models2026.05 | 3.4 | 3.9 | 29.562 | 2.42 | 1.714 | 0.892 | 2.569 | |
| HistoryFMCategory=Stochastic Models2026.05 | 3.4 | 4 | 34.662 | 3.236 | 1.64 | 0.949 | 3.926 | |
| DDPMModel Category=Stochastic2026.05 | 3.5 | 4.1 | 40.237 | 3.099 | 1.651 | 0.954 | 3.369 | |
| HistoryFMModel Category=Stochastic2026.05 | 3.6 | 4 | 30.837 | 2.525 | 1.757 | 0.956 | 3.705 | |
| HB-ARFMModel Category=Stochastic2026.05 | 3.7 | 4.1 | 29.887 | 3.623 | 1.786 | 0.962 | 4.632 | |
| Flow MatchingModel Category=Stochastic2026.05 | 3.8 | 4.4 | 31.676 | 2.548 | 1.888 | 0.968 | 3.261 | |
| DDPMCategory=Stochastic Models2026.05 | 4.2 | 5.9 | 45.251 | 4.094 | 1.971 | 1.21 | 6.3 | |
| DiffusionPDEModel Category=Stochastic2026.05 | 5.7 | 7.1 | 42.974 | 7.025 | 2.292 | 0.881 | 18.458 | |
| DiffusionPDECategory=Stochastic Models2026.05 | 6.1 | 7.2 | 43.652 | 7.459 | 2.47 | 1.015 | 19.698 | |
| PDEDiffCategory=Stochastic Models2026.05 | 23.7 | 25.4 | 100.312 | 15.021 | 11.9 | 9.187 | 111.417 | |
| VE-SDEModel Category=Stochastic2026.05 | 56.6 | 60.5 | 55.04 | 31.441 | 29.384 | 2.562 | 54.171 | |
| VE-SDECategory=Stochastic Models2026.05 | 76.1 | 80.4 | 50.92 | 32.213 | 39.937 | 0.234 | 87.767 |