PDE Solving on PDEBench rdb (test)
11.3nRMSEGITS
Evaluation results
| Method | Links | |
|---|---|---|
| GITSBackbone=FNO, Sampling ratio=0.052026.03 | 11.3 | |
| GITSBackbone=Transformer, Sampling ratio=0.052026.03 | 13.2 | |
| uniformBackbone=FNO, Sampling ratio=0.052026.03 | 18.1 | |
| coverage-onlyBackbone=Transformer, Sampling ratio=0.052026.03 | 21 | |
| GITSBackbone=U-Net, Sampling ratio=0.052026.03 | 21.1 | |
| uniformBackbone=U-Net, Sampling ratio=0.052026.03 | 22 | |
| GradMatchBackbone=U-Net, Sampling ratio=0.052026.03 | 26.4 | |
| PRISMBackbone=U-Net, Sampling ratio=0.052026.03 | 33.6 | |
| coverage-onlyBackbone=FNO, Sampling ratio=0.052026.03 | 36.1 | |
| GITSBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 46.3 | |
| PRISMBackbone=FNO, Sampling ratio=0.052026.03 | 46.6 | |
| loss-onlyBackbone=U-Net, Sampling ratio=0.052026.03 | 49.2 | |
| coverage-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 50.2 | |
| uniformBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 51 | |
| GradMatchBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 52.4 | |
| PRISMBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 59.7 | |
| PRISMBackbone=Transformer, Sampling ratio=0.052026.03 | 61.9 | |
| GLISTERBackbone=FNO, Sampling ratio=0.052026.03 | 63.6 | |
| GLISTERBackbone=Transformer, Sampling ratio=0.052026.03 | 65.4 | |
| uniformBackbone=Transformer, Sampling ratio=0.052026.03 | 67.3 | |
| loss-onlyBackbone=FNO, Sampling ratio=0.052026.03 | 76.4 | |
| coverage-onlyBackbone=U-Net, Sampling ratio=0.052026.03 | 79.2 | |
| loss-onlyBackbone=Transformer, Sampling ratio=0.052026.03 | 88.8 | |
| GLISTERBackbone=U-Net, Sampling ratio=0.052026.03 | 89.1 | |
| GLISTERBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 89.4 | |
| GradMatchBackbone=Transformer, Sampling ratio=0.052026.03 | 89.7 | |
| loss-onlyBackbone=ConvLSTM, Sampling ratio=0.052026.03 | 89.9 | |
| GradMatchBackbone=FNO, Sampling ratio=0.052026.03 | 98.4 |