Fluid dynamics simulation on Navier-Stokes periodic incompressible (test)
5.3nRMSEDerivOpt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DerivOptBackbone=FNO2026.03 | 5.3 | 0.47 | |
| ArchMultiBackbone=FNO2026.03 | 5.4 | 0.19 | |
| LatentAE-HyperBackbone=FNO2026.03 | 5.5 | 0.24 | |
| BetaVAE-HyperBackbone=FNO2026.03 | 5.7 | 0.21 | |
| DerivBaseBackbone=FNO2026.03 | 6.3 | 0.29 | |
| DerivOptBackbone=U-Net2026.03 | 6.3 | 0.43 | |
| ArchMultiBackbone=U-Net2026.03 | 6.3 | 0.16 | |
| LatentAE-HyperBackbone=U-Net2026.03 | 6.4 | 0.22 | |
| BetaVAE-HyperBackbone=U-Net2026.03 | 6.5 | 0.19 | |
| BestSingleDerivedBackbone=FNO2026.03 | 7.2 | 0.27 | |
| DerivBaseBackbone=U-Net2026.03 | 7.2 | 0.26 | |
| BestSingleDerivedBackbone=U-Net2026.03 | 7.9 | 0.24 | |
| PrimitiveBackbone=FNO2026.03 | 8.3 | 0.03 | |
| DerivOptBackbone=Transformer2026.03 | 8.6 | 0.38 | |
| ArchMultiBackbone=Transformer2026.03 | 8.6 | 0.12 | |
| LatentAE-HyperBackbone=Transformer2026.03 | 8.8 | 0.16 | |
| BetaVAE-HyperBackbone=Transformer2026.03 | 8.9 | 0.14 | |
| PrimitiveBackbone=U-Net2026.03 | 9.1 | 0.01 | |
| DerivBaseBackbone=Transformer2026.03 | 9.5 | 0.21 | |
| ArchMultiBackbone=ConvLSTM2026.03 | 10 | 0.11 | |
| DerivOptBackbone=ConvLSTM2026.03 | 10.1 | 0.36 | |
| LatentAE-HyperBackbone=ConvLSTM2026.03 | 10.2 | 0.16 | |
| BestSingleDerivedBackbone=Transformer2026.03 | 10.3 | 0.19 | |
| BetaVAE-HyperBackbone=ConvLSTM2026.03 | 10.4 | 0.13 | |
| DerivBaseBackbone=ConvLSTM2026.03 | 10.9 | 0.19 | |
| PrimitiveBackbone=Transformer2026.03 | 11.4 | 0 | |
| BestSingleDerivedBackbone=ConvLSTM2026.03 | 11.7 | 0.18 | |
| PrimitiveBackbone=ConvLSTM2026.03 | 12.7 | 0 |