Aerodynamic Simulation on Shape-Net Car (test)
0.021Volume Relative L2 ErrorPGOT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PGOT2025.12 | 0.021 | 0.0766 | 0.0101 | 0.9926 | |
| SAOT2025.12 | 0.0223 | 0.0778 | 0.0122 | 0.9884 | |
| Transolver2025.12 | 0.0231 | 0.0787 | 0.0113 | 0.9901 | |
| 3D-GeoCA2025.12 | 0.0319 | 0.0779 | 0.0159 | 0.9842 | |
| GNOT2025.12 | 0.0329 | 0.0798 | 0.0178 | 0.9833 | |
| Galerkin2025.12 | 0.0339 | 0.0878 | 0.0179 | 0.9764 | |
| MeshGraphNet2025.12 | 0.0354 | 0.0781 | 0.0168 | 0.984 | |
| GNO2025.12 | 0.0383 | 0.0815 | 0.0172 | 0.9834 | |
| GINO2025.12 | 0.0386 | 0.081 | 0.0184 | 0.9826 | |
| GraphSAGE2025.12 | 0.0461 | 0.105 | 0.027 | 0.9695 | |
| Graph U-Net2025.12 | 0.0471 | 0.1102 | 0.0226 | 0.9725 | |
| PointNet2025.12 | 0.0494 | 0.1104 | 0.0298 | 0.9583 | |
| Simple MLP2025.12 | 0.0512 | 0.1304 | 0.0307 | 0.9496 | |
| Geo-FNO2025.12 | 0.167 | 0.2378 | 0.0664 | 0.828 |