Transient Wall Shear Stress (WSS) Prediction on Intracranial Aneurysm Mesh Dataset (test)
0.179MSEGraph Transformer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Graph TransformerSteady-data augmentation=true, Train-set size=5202026.01 | 0.179 | 0.982 | 0.973 | 26.98 | 2.84 | -0.61 | |
| Spectral SurrogateSteady-data augmentation=true, Train-set size=7202026.01 | 0.183 | 0.942 | 0.987 | 28.82 | 3.32 | -2.91 | |
| LaB-VATrSteady-data augmentation=true, Train-set size=7202026.01 | 0.204 | 0.932 | 0.989 | 28.04 | 3.4 | -0.47 | |
| U-NetSteady-data augmentation=true, Train-set size=5202026.01 | 0.215 | 0.981 | 0.913 | 29.51 | 3.2 | -0.85 | |
| LaB-VATrSteady-data augmentation=false, Train-set size=7202026.01 | 0.255 | 0.924 | 0.987 | 32.13 | 3.87 | — | |
| Graph TransformerSteady-data augmentation=false, Train-set size=5202026.01 | 0.262 | 0.973 | 0.961 | 32.51 | 3.45 | — | |
| U-Net (Sequence)Steady-data augmentation=true, Train-set size=7202026.01 | 0.272 | 0.938 | 0.984 | 25.83 | 4.36 | -1.67 | |
| U-NetSteady-data augmentation=false, Train-set size=5202026.01 | 0.336 | 0.967 | 0.904 | 36.88 | 4.05 | — | |
| LaB-GATrSteady-data augmentation=true, Train-set size=7202026.01 | 0.359 | 0.924 | 0.977 | 36.78 | 4.55 | -0.24 | |
| LaB-GATrSteady-data augmentation=false, Train-set size=7202026.01 | 0.378 | 0.919 | 0.976 | 38.44 | 4.79 | — | |
| U-Net (Sequence)Steady-data augmentation=false, Train-set size=7202026.01 | 0.524 | 0.776 | 0.976 | 36.9 | 6.03 | — | |
| Spectral SurrogateSteady-data augmentation=false, Train-set size=7202026.01 | 0.639 | 0.723 | 0.971 | 68.22 | 6.23 | — |