Fluid flow field prediction on HiLiftAeroML (test)
0.0048Relative L2 ErrorAeroJEPA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AeroJEPAField=p2026.05 | 0.0048 | 0.0024 | 0.0046 | 0.0023 | 1.0218 | 0.5176 | 57 | |
| FigConvUNetField=p2026.05 | 0.0206 | 0.0125 | 0.0197 | 0.012 | 4.3538 | 2.6424 | 88.34 | |
| TransolverField=p2026.05 | 0.0288 | 0.0186 | 0.0276 | 0.0179 | 6.0916 | 3.9434 | 189.44 | |
| GeoTransolverField=p2026.05 | 0.0289 | 0.0193 | 0.0277 | 0.0184 | 6.1168 | 4.0718 | 309.13 | |
| AeroJEPAField=u2026.05 | 0.1445 | 0.1072 | 0.0301 | 0.0189 | 0.0618 | 0.0389 | — | |
| AeroJEPAField=w2026.05 | 0.188 | 0.1759 | 0.0182 | 0.0086 | 0.0489 | 0.0232 | — | |
| AeroJEPAField=v2026.05 | 0.2749 | 0.2453 | 0.0173 | 0.0099 | 0.0443 | 0.0253 | — | |
| FigConvUNetField=u2026.05 | 0.4761 | 0.3906 | 0.0991 | 0.0689 | 0.2046 | 0.1422 | — | |
| TransolverField=u2026.05 | 0.6328 | 0.5765 | 0.1313 | 0.1016 | 0.2726 | 0.2108 | — | |
| GeoTransolverField=u2026.05 | 0.651 | 0.5925 | 0.1347 | 0.1036 | 0.2799 | 0.2155 | — | |
| FigConvUNetField=w2026.05 | 0.7137 | 0.8173 | 0.0699 | 0.0404 | 0.1873 | 0.108 | — | |
| FigConvUNetField=v2026.05 | 0.8492 | 0.8684 | 0.0532 | 0.0348 | 0.1367 | 0.0893 | — | |
| GeoTransolverField=w2026.05 | 0.9636 | 1.1766 | 0.0954 | 0.0582 | 0.2592 | 0.1573 | — | |
| TransolverField=w2026.05 | 0.9668 | 1.1734 | 0.0957 | 0.0581 | 0.2598 | 0.1565 | — | |
| GeoTransolverField=v2026.05 | 1.0628 | 1.1372 | 0.067 | 0.0457 | 0.1732 | 0.1181 | — | |
| TransolverField=v2026.05 | 1.0693 | 1.1607 | 0.0674 | 0.0466 | 0.1741 | 0.1201 | — |