Displacement prediction on 2D DeformableObjectsCollision unseen object combinations (test)
0.003MSE (1-step)EqCollide
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EqCollideEquivariance=R^22025.06 | 0.003 | 1.27 | 4.6 | 7.78 | 11.2 | 31 | |
| SGNN2025.06 | 0.224 | 7.13 | 32.1 | 84.9 | 186 | 332 | |
| EqCollide-SE(n)Equivariance=SE(n)2025.06 | 0.28 | 4.49 | 12.3 | 22.1 | 32.9 | 55.3 | |
| ENF-PDE (Vel)Training data=velocity field data2025.06 | 0.309 | 2.767 | 9.78 | 18.909 | 30.806 | 48.3 | |
| MeshGraphNets2025.06 | 1.98 | 20.1 | 79 | 229 | 581 | 1,230 |