3D PDE Modeling on AhmedBody Rotated Continuous
20.87Relative L2 Error (WS)EqGINO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EqGINOEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 20.87 | 18.48 | 14.94 | 6.12 | 1.63 | |
| EqGINO*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 22.47 | 17.75 | 14.91 | 6.51 | 1.6 | |
| GINOEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 27.79 | 21.1 | 17.47 | 6.6 | 1.78 | |
| TransolverEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 33.49 | 42.22 | 32.19 | 12.39 | 3.59 | |
| PointNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 35.61 | 34.05 | 23.51 | 10.18 | 3.85 | |
| PointNet++Equivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 36.75 | 38.84 | 29.37 | 9.23 | 3.12 | |
| MeshGraphNetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 60.28 | 41.27 | 27.54 | 12.65 | 2.17 | |
| PointDeepONetEquivariance Category=Non-Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 63.36 | 68.88 | 67.2 | 21.24 | 4.09 | |
| T-EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 69.94 | 62.03 | 59.67 | 15.81 | 2.66 | |
| EGNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 86.19 | 81.81 | 69.89 | 20.25 | 2.97 | |
| EMNNEquivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 88.44 | 76.69 | 68.65 | 21.16 | 3.02 | |
| Transolver*Equivariance Category=Equivariant, Train/Test Protocol=Rotated (Continuous) → Rotated (Continuous)2026.06 | 94.3 | 64.24 | 45.49 | 16.1 | 3.47 |