Generation on Darcy Flow
1.19Data Fidelity DeviationREPA-P
Evaluation results
| Method | Links | ||
|---|---|---|---|
| REPA-PArchitecture=U-Net, Baseline=PIDM2026.05 | 1.19 | 1.43 | |
| PIDMArchitecture=U-Net2026.05 | 1.8 | 2.6 | |
| REPA-PArchitecture=U-Net, Baseline=DiffusionPDE2026.05 | 3.42 | 6.78 | |
| REPA-PBackbone=DiT2026.05 | 3.52 | 5.34 | |
| REPA-PArchitecture=U-Net, Baseline=PG-Diffusion2026.05 | 4.31 | 7.34 | |
| PIDMBackbone=DiT2026.05 | 8.31 | 7.19 | |
| DiffusionPDEArchitecture=U-Net2026.05 | 8.79 | 11.36 | |
| REPA-PArchitecture=U-Net, Baseline=CoCoGen2026.05 | 9.21 | 8.04 | |
| PG-DiffusionArchitecture=U-Net2026.05 | 9.73 | 10.41 | |
| CoCoGenArchitecture=U-Net2026.05 | 12.31 | 11.34 |