2d Darcy Flow on 2d Darcy Flow (test)
0.65Test Relative ErrorCNN XD
Evaluation Results
| Method | Links | |
|---|---|---|
| CNN XDResolution (s)=852021.03 | 0.65 | |
| CNN XDResolution (s)=1062021.03 | 0.65 | |
| CNN XDResolution (s)=1412021.03 | 0.65 | |
| CNN XDResolution (s)=4212021.03 | 0.66 | |
| CNN XDResolution (s)=2112021.03 | 0.71 | |
| FNO-2d XDResolution (s)=4212021.03 | 0.74 | |
| FNO-2d XDResolution (s)=2112021.03 | 0.76 | |
| FNO-2d XDResolution (s)=1412021.03 | 0.77 | |
| FNO-2d XDResolution (s)=1062021.03 | 0.79 | |
| FNO-2d XDResolution (s)=852021.03 | 0.82 | |
| FNO-2dsource=reproduced, Resolution (s)=1412021.03 | 0.91 | |
| FNO-2dsource=reproduced, Resolution (s)=2112021.03 | 0.91 | |
| FNO-2dsource=reproduced, Resolution (s)=4212021.03 | 0.91 | |
| FNO-2dsource=reproduced, Resolution (s)=1062021.03 | 0.92 | |
| FNO-2dsource=reproduced, Resolution (s)=852021.03 | 0.96 | |
| FNO-2dsource=[20], Resolution (s)=4212021.03 | 0.98 | |
| FNO-2dsource=[20], Resolution (s)=852021.03 | 1.08 | |
| FNO-2dsource=[20], Resolution (s)=1412021.03 | 1.09 | |
| FNO-2dsource=[20], Resolution (s)=2112021.03 | 1.09 | |
| PCANNResolution (s)=852021.03 | 2.44 | |
| PCANNResolution (s)=1412021.03 | 2.51 | |
| GCNResolution (s)=852021.03 | 2.53 | |
| PCANNResolution (s)=2112021.03 | 2.55 | |
| PCANNResolution (s)=4212021.03 | 2.59 | |
| FCNResolution (s)=1412021.03 | 2.98 | |
| FCNResolution (s)=2112021.03 | 2.98 | |
| FCNResolution (s)=852021.03 | 2.99 | |
| FCNResolution (s)=4212021.03 | 2.99 | |
| GNOResolution (s)=1412021.03 | 3.32 | |
| GNOResolution (s)=2112021.03 | 3.42 | |
| GNOResolution (s)=852021.03 | 3.46 | |
| GNOResolution (s)=4212021.03 | 3.69 | |
| CNNsource=ours, Resolution (s)=852021.03 | 4.04 | |
| MGNOResolution (s)=852021.03 | 4.16 | |
| MGNOResolution (s)=4212021.03 | 4.2 | |
| MGNOResolution (s)=1412021.03 | 4.28 | |
| MGNOResolution (s)=2112021.03 | 4.28 | |
| LNOResolution (s)=2112021.03 | 4.45 | |
| LNOResolution (s)=1412021.03 | 4.61 | |
| GCNResolution (s)=1412021.03 | 4.93 | |
| CNNsource=ours, Resolution (s)=1062021.03 | 4.95 | |
| LNOResolution (s)=852021.03 | 5.2 | |
| CNNsource=ours, Resolution (s)=1412021.03 | 6.13 | |
| GCNResolution (s)=2112021.03 | 7.27 | |
| CNNsource=ours, Resolution (s)=2112021.03 | 8.13 | |
| GCNResolution (s)=4212021.03 | 10.97 | |
| CNNsource=ours, Resolution (s)=4212021.03 | 11.5 | |
| NNResolution (s)=852021.03 | 17.16 | |
| NNResolution (s)=1412021.03 | 17.16 | |
| NNResolution (s)=2112021.03 | 17.16 | |
| NNResolution (s)=4212021.03 | 17.16 |