Spatiotemporal forecasting on N-body MNIST
14.82MSEEarthformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Earthformer#Param. (M)=7.6, GFLOPS=34.02022.07 | 14.82 | 39.93 | 0.9538 | |
| Earthformer w/o global#Param. (M)=6.6, GFLOPS=33.72022.07 | 15.89 | 41.38 | 0.951 | |
| PredRNN#Param. (M)=23.8, GFLOPS=232.02022.07 | 21.76 | 54.32 | 0.9288 | |
| E3D-LSTM#Param. (M)=12.9, GFLOPS=302.02022.07 | 22.98 | 62.52 | 0.9131 | |
| PhyDNet#Param. (M)=3.1, GFLOPS=15.32022.07 | 28.97 | 78.66 | 0.8206 | |
| ConvLSTM#Param. (M)=14.0, GFLOPS=30.12022.07 | 32.15 | 72.64 | 0.8886 | |
| Rainformer#Param. (M)=19.2, GFLOPS=1.22022.07 | 38.89 | 96.47 | 0.8036 | |
| UNet#Param. (M)=16.6, GFLOPS=0.92022.07 | 38.9 | 94.29 | 0.826 |