10-step incompressible flow rollout on NS-G moderate viscosity (m) (test)
0.0033UV relative-L2 ratioFNO
Evaluation results
| Method | Links | |
|---|---|---|
| FNO2026.05 | 0.0033 | |
| ARC-STAR2026.05 | 0.0045 | |
| TFNO2026.05 | 0.021 | |
| UNO2026.05 | 0.0235 | |
| Poseidon-FTtuning=LoRA, r=82026.05 | 0.0443 | |
| Poseidon-FTtuning=Partial2026.05 | 0.0644 | |
| PDE-Refiner2026.05 | 0.474 | |
| Leray projection2026.05 | 0.689 | |
| PINO-TTO-litemode=lite2026.05 | 0.955 | |
| Poseidon (raw)2026.05 | 1 | |
| DenseRes2026.05 | 1.105 | |
| U-Net2026.05 | 2.821 | |
| PINN-Residual TTO2026.05 | 2.978 | |
| PDEArena2026.05 | 5.119 | |
| ResNet2026.05 | 5.95 |