CFDBench
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Operator Learning | CFDBench | L2RE0.0022 | 25 | |
| Velocity and pressure field prediction | CFDBench PDB-Turb (downstream) | L2RE2.1 | 14 | |
| Velocity and pressure field prediction | CFDBench Steady (downstream) | L2RE0.2 | 13 | |
| Velocity and pressure field prediction | CFDBench 3D (downstream) | L2 Relative Error0.033 | 13 | |
| Velocity and pressure field prediction | CFDBench Kolmogorov (downstream) | L2RE0.014 | 12 | |
| Fluid dynamics simulation | CFDBench PDB-Turb (test) | L2RE0.021 | 8 | |
| Fluid dynamics simulation | CFDBench Steady* (test) | L2RE0.002 | 7 | |
| Fluid dynamics simulation | CFDBench 3D (test) | L2RE3.3 | 7 | |
| Fluid dynamics simulation | CFDBench Kolmogorov (test) | L2RE0.014 | 6 | |
| Flow Field Prediction | CFDBench Cavity | RMSE0.1456 | 6 | |
| Flow Field Prediction | CFDBench Dam | RMSE0.0222 | 6 | |
| Flow Field Prediction | CFDBench Cylinder | RMSE0.0258 | 6 | |
| Flow Field Prediction | CFDBench Tube | RMSE0.1035 | 6 | |
| Computational Fluid Dynamics Simulation | CFDBench v1.0 (test) | L2RE0.0059 | 2 | |
| Autoregressive Forecasting | CFDBench Cylinder (geometry holdout) | Selected Final-Step MSE1.91 | 1 | |
| Autoregressive Forecasting | CFDBench Dam (geometry holdout) | Selected Final-Step MSE354 | 1 | |
| Autoregressive Forecasting | CFDBench Cylinder | Final-Step MSE (Selected)4.4 | 1 | |
| Autoregressive Forecasting | CFDBench Dam (official split) | Selected Final-Step MSE2.4 | 1 |
Showing 18 of 18 rows