Physical Property Prediction on ShapeNet Car (test)
0.167VolumeGEO-FNO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GEO-FNO2026.04 | 0.167 | 0.2378 | 0.0664 | 0.828 | |
| GraphUNet2026.04 | 0.0471 | 0.1102 | 0.0226 | 0.9725 | |
| GraphSAGE2026.04 | 0.0461 | 0.105 | 0.027 | 0.9695 | |
| GNO2026.04 | 0.0383 | 0.0815 | 0.0172 | 0.9834 | |
| MeshGraphNet2026.04 | 0.0354 | 0.0781 | 0.0168 | 0.984 | |
| LNO2026.04 | 0.0269 | 0.087 | 0.0174 | 0.9781 | |
| Transolver2026.04 | 0.0221 | 0.0785 | 0.0117 | 0.9914 | |
| LinearNO2026.04 | 0.0194 | 0.0754 | 0.0106 | 0.9925 | |
| Ours (LRSA)2026.04 | 0.0166 | 0.0719 | 0.0106 | 0.9925 |