PDE Prediction on PDEBench 2D Shallow Water Equations (SWE) (test)
0.0017Prediction ErrorDPOT-L
Evaluation results
| Method | Links | |
|---|---|---|
| DPOT-LPretrained Dataset=12DATA, Fine-tuning epochs=500, Model Scale=Large2024.03 | 0.0017 | |
| DPOT-LPretrained Dataset=12DATA, Fine-tuning epochs=200, Model Scale=Large2024.03 | 0.0019 | |
| DPOT-MPretrained Dataset=12DATA, Fine-tuning epochs=200, Model Scale=Medium2024.03 | 0.0021 | |
| DPOT-SPretrained Dataset=12DATA, Fine-tuning epochs=200, Model Scale=Small2024.03 | 0.0022 | |
| DPOT-MPretrained Dataset=12DATA, Fine-tuning epochs=500, Model Scale=Medium2024.03 | 0.0022 | |
| DPOT-SPretrained Dataset=12DATA, Fine-tuning epochs=500, Model Scale=Small2024.03 | 0.0023 | |
| DPOT-TPretrained Dataset=12DATA, Fine-tuning epochs=500, Model Scale=Tiny2024.03 | 0.0024 | |
| DPOT-TPretrained Dataset=12DATA, Fine-tuning epochs=200, Model Scale=Tiny2024.03 | 0.0028 | |
| CoDA-NOPretrained Dataset=SWE2024.03 | 0.0407 | |
| FNOPretrained Dataset=SWE2024.03 | 0.0463 |