3D PDE Prediction on AhmedBody Rotated Discrete O group (test)
0.1958Relative L2 Error (WS)EqGINO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EqGINOGeneralization=Zero-Shot, Type=Equivariant, G=4, K=40, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.1958 | 0.1637 | 0.1489 | 0.0581 | 0.0137 | |
| EqGINO*Generalization=Zero-Shot, Type=Equivariant, G=2, K=32, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.2078 | 0.1737 | 0.1513 | 0.0613 | 0.0157 | |
| GINOGeneralization=Zero-Shot, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.6238 | 0.5631 | 0.4265 | 0.1296 | 0.0385 | |
| T-EMNNGeneralization=Zero-Shot, Type=Equivariant, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.7295 | 0.7844 | 0.8316 | 0.1674 | 0.0281 | |
| Transolver*Generalization=Zero-Shot, Type=Equivariant, Variant=SE(3)-equivariant, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.7458 | 0.662 | 0.469 | 0.1627 | 0.0361 | |
| TransolverGeneralization=Zero-Shot, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.7946 | 0.5189 | 0.5066 | 0.135 | 0.0469 | |
| PointNetGeneralization=Zero-Shot, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.9547 | 1.1866 | 0.6203 | 0.1978 | 0.0451 | |
| EMNNGeneralization=Zero-Shot, Type=Equivariant, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.9772 | 0.9309 | 0.9256 | 0.1751 | 0.0319 | |
| EGNNGeneralization=Zero-Shot, Type=Equivariant, Train=Canonical, Test=Rotated (Discrete)2026.06 | 0.995 | 0.9184 | 1.0231 | 0.1797 | 0.0339 | |
| MeshGraphNetGeneralization=Zero-Shot, Train=Canonical, Test=Rotated (Discrete)2026.06 | 1.0072 | 1.1495 | 0.656 | 0.1638 | 0.0449 | |
| PointNet++Generalization=Zero-Shot, Train=Canonical, Test=Rotated (Discrete)2026.06 | 1.1461 | 0.9105 | 0.7071 | 0.1607 | 0.0487 | |
| PointDeepONetGeneralization=Zero-Shot, Train=Canonical, Test=Rotated (Discrete)2026.06 | 1.6741 | 1.4503 | 1.6456 | 0.2111 | 0.0661 |