CFD Field Reconstruction on ShapeNet Car (test)
1.16Volume ErrorAB-UPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AB-UPTStatus=reported, Architecture=Two-branched2025.12 | 1.16 | 4.81 | — | — | |
| MSPTArchitecture=Single-branch2025.12 | 1.89 | 7.41 | 0.98 | 99.41 | |
| Transolver2025.12 | 2.07 | 7.45 | 1.03 | 99.35 | |
| AB-UPTStatus=reproduced, Architecture=Two-branched2025.12 | 2.51 | 7.67 | 2.2 | 97.48 | |
| 3D-GEOCA2025.12 | 3.19 | 7.79 | 1.59 | 98.42 | |
| GNOT2025.12 | 3.29 | 7.98 | 1.78 | 98.33 | |
| GALERKIN2025.12 | 3.39 | 8.78 | 1.79 | 97.64 | |
| MeshGraphNet2025.12 | 3.54 | 7.81 | 1.68 | 98.4 | |
| GNO2025.12 | 3.83 | 8.15 | 1.72 | 98.34 | |
| GINO2025.12 | 3.86 | 8.1 | 1.84 | 98.26 | |
| GraphSAGE2025.12 | 4.61 | 10.5 | 2.7 | 96.95 | |
| Graph U-Net2025.12 | 4.71 | 11.02 | 2.26 | 97.25 | |
| PointNet2025.12 | 4.94 | 11.04 | 2.98 | 95.83 | |
| Simple MLP2025.12 | 5.12 | 13.04 | 3.07 | 94.96 | |
| GEO-FNO2025.12 | 16.7 | 23.78 | 6.64 | 82.8 |