Climate Forecasting on ICAR-ENSO (test)
0.7698C-Niño3.4-MIAM4VP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IAM4VP#Param. (M)=34.2, GFLOPS=11.82023.03 | 0.7698 | 2.484 | 1.563 | — | |
| Earthformer#Param. (M)=7.6, GFLOPS=23.92023.03 | 0.7329 | 2.259 | 2.546 | — | |
| Earthformerglobal_vectors=true, #Param. (M)=7.6, GFLOPS=23.92022.07 | 0.7329 | 2.259 | — | 2.546 | |
| Earthformerglobal_vectors=false, #Param. (M)=6.6, GFLOPS=23.62022.07 | 0.7239 | 2.214 | — | 2.55 | |
| Rainformer#Param. (M)=19.2, GFLOPS=1.32023.03 | 0.7106 | 2.153 | 3.043 | — | |
| Rainformer#Param. (M)=19.2, GFLOPS=1.32022.07 | 0.7106 | 2.153 | — | 3.043 | |
| E3D-LSTM#Param. (M)=12.9, GFLOPS=99.82023.03 | 0.704 | 2.125 | 3.095 | — | |
| E3D-LSTM#Param. (M)=12.9, GFLOPS=99.82022.07 | 0.704 | 2.125 | — | 3.095 | |
| ConvLSTM#Param. (M)=14, GFLOPS=11.12023.03 | 0.6955 | 2.107 | 2.657 | — | |
| ConvLSTM#Param. (M)=14.0, GFLOPS=11.12022.07 | 0.6955 | 2.107 | — | 2.657 | |
| UNet#Param. (M)=12.1, GFLOPS=0.42023.03 | 0.6926 | 2.102 | 2.868 | — | |
| UNet#Param. (M)=12.1, GFLOPS=0.42022.07 | 0.6926 | 2.102 | — | 2.868 | |
| PhyDNet#Param. (M)=3.1, GFLOPS=5.72023.03 | 0.6646 | 1.965 | 2.708 | — | |
| PhyDNet#Param. (M)=3.1, GFLOPS=5.72022.07 | 0.6646 | 1.965 | — | 2.708 | |
| PredRNN#Param. (M)=23.8, GFLOPS=85.82023.03 | 0.6492 | 1.91 | 3.044 | — | |
| PredRNN#Param. (M)=23.8, GFLOPS=85.82022.07 | 0.6492 | 1.91 | — | 3.044 | |
| Persistence2022.07 | 0.3221 | 0.447 | — | 4.581 |