Displacement prediction on 2D DeformableObjectsCollision unseen object shapes (test)
0.002MSE (1 step)EqCollide
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EqCollideEquivariance=R^22025.06 | 0.002 | 1.88 | 9.22 | 21.8 | 42.7 | 85.8 | |
| SGNN2025.06 | 0.226 | 8.203 | 41.958 | 114.697 | 238.362 | 413.729 | |
| ENF-PDE (Vel)Training data=velocity field data2025.06 | 0.293 | 2.715 | 13.133 | 32.666 | 63.205 | 113.395 | |
| EqCollide-SE(n)Equivariance=SE(n)2025.06 | 0.302 | 4.38 | 16.1 | 34.8 | 61.5 | 106.933 | |
| MeshGraphNets2025.06 | 2.452 | 23.621 | 93.017 | 251.589 | 593.489 | 1,233.3 |