Urban wind flow prediction on WinDiNet (test)
0.52VRMSEWinDiNet Dec. FT Physics
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| WinDiNet Dec. FT PhysicsCond.=Scalar2026.03 | 0.52 | 1.01 | 3.33 | 1.54 | 0.83 | |
| WinDiNet Dec. FTCond.=Scalar2026.03 | 0.531 | 1.02 | 3.37 | 1.55 | 0.83 | |
| RNOCond.=Scalar2026.03 | 0.563 | 1.19 | 3.91 | 1.72 | 1.14 | |
| WinDiNet Color AdapterCond.=Scalar2026.03 | 0.577 | 1.11 | 3.72 | 1.63 | 0.91 | |
| OFormerCond.=Scalar2026.03 | 0.585 | 1.36 | 4.34 | 1.52 | 1.22 | |
| FNOCond.=Scalar2026.03 | 0.61 | 1.42 | 4.53 | 1.68 | 1.32 | |
| WinDiNet Base (Scalar)Cond.=Scalar2026.03 | 0.616 | 1.12 | 3.75 | 1.61 | 0.95 | |
| AFNOCond.=Scalar2026.03 | 0.618 | 1.44 | 4.61 | 1.71 | 1.31 | |
| WinDiNet Base (Text)Cond.=Text2026.03 | 0.702 | 1.36 | 4.53 | 1.74 | 1.08 | |
| WinDiNet LoRACond.=Text2026.03 | 0.746 | 1.56 | 5.2 | 1.84 | 1.29 | |
| PoseidonCond.=Scalar2026.03 | 0.781 | 2.17 | 7.05 | 2.4 | 2.79 | |
| U-NetCond.=Scalar2026.03 | 1.467 | 4.73 | 15.46 | 2.74 | 7.06 |