Rollout Prediction on PDEBench rdb (test)
0.071nRMSEGITS
Evaluation Results
| Method | Links | |
|---|---|---|
| GITSBackbone=U-Net, Sampling Ratio=0.202026.03 | 0.071 | |
| PRISMBackbone=U-Net, Sampling Ratio=0.202026.03 | 0.084 | |
| uniformBackbone=U-Net, Sampling Ratio=0.202026.03 | 0.085 | |
| GITSBackbone=FNO, Sampling Ratio=0.202026.03 | 0.086 | |
| coverage-onlyBackbone=U-Net, Sampling Ratio=0.202026.03 | 0.088 | |
| coverage-onlyBackbone=FNO, Sampling Ratio=0.202026.03 | 0.122 | |
| GITSBackbone=Transformer, Sampling Ratio=0.202026.03 | 0.146 | |
| GradMatchBackbone=U-Net, Sampling Ratio=0.202026.03 | 0.212 | |
| uniformBackbone=FNO, Sampling Ratio=0.202026.03 | 0.343 | |
| GLISTERBackbone=FNO, Sampling Ratio=0.202026.03 | 0.347 | |
| GradMatchBackbone=FNO, Sampling Ratio=0.202026.03 | 0.366 | |
| PRISMBackbone=FNO, Sampling Ratio=0.202026.03 | 0.388 | |
| GITSBackbone=ConvLSTM, Sampling Ratio=0.202026.03 | 0.406 | |
| GradMatchBackbone=ConvLSTM, Sampling Ratio=0.202026.03 | 0.411 | |
| GLISTERBackbone=U-Net, Sampling Ratio=0.202026.03 | 0.412 | |
| PRISMBackbone=ConvLSTM, Sampling Ratio=0.202026.03 | 0.415 | |
| coverage-onlyBackbone=ConvLSTM, Sampling Ratio=0.202026.03 | 0.43 | |
| GLISTERBackbone=ConvLSTM, Sampling Ratio=0.202026.03 | 0.509 | |
| uniformBackbone=ConvLSTM, Sampling Ratio=0.202026.03 | 0.527 | |
| PRISMBackbone=Transformer, Sampling Ratio=0.202026.03 | 0.55 | |
| loss-onlyBackbone=U-Net, Sampling Ratio=0.202026.03 | 0.626 | |
| GLISTERBackbone=Transformer, Sampling Ratio=0.202026.03 | 0.634 | |
| coverage-onlyBackbone=Transformer, Sampling Ratio=0.202026.03 | 0.669 | |
| loss-onlyBackbone=FNO, Sampling Ratio=0.202026.03 | 0.73 | |
| uniformBackbone=Transformer, Sampling Ratio=0.202026.03 | 0.887 | |
| loss-onlyBackbone=ConvLSTM, Sampling Ratio=0.202026.03 | 0.892 | |
| GradMatchBackbone=Transformer, Sampling Ratio=0.202026.03 | 0.893 | |
| loss-onlyBackbone=Transformer, Sampling Ratio=0.202026.03 | 0.895 |