Wildfire Risk Prediction on 2023 and 2024 (test)
94.59PrecisionAutoformer
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AutoformerParam(M)=14.95, FLOPs(G)=399.122026.01 | 94.59 | 63.79 | 76.19 | 91.79 | 90.01 | 3.65 | 13.8 | 23.45 | |
| TSMixerParam(M)=0.83, FLOPs(G)=7.282026.01 | 92.59 | 78.02 | 84.68 | 95.54 | 94.95 | 6.25 | 9.91 | 16.1 | |
| iTransformerParam(M)=41.94, FLOPs(G)=129.352026.01 | 92.38 | 66.41 | 77.28 | 91.1 | 88.96 | 5.47 | 15.99 | 20.64 | |
| WaveletMixerParam(M)=0.49, FLOPs(G)=16.92026.01 | 92.29 | 88.21 | 90.2 | 97.36 | 97.15 | 7.37 | 6.97 | 11.81 | |
| S_MambaParam(M)=16.97, FLOPs(G)=23.632026.01 | 91.88 | 78.71 | 84.79 | 95 | 94.11 | 6.95 | 10.59 | 15.89 | |
| LSTMParam(M)=1.51, FLOPs(G)=6.712026.01 | 91.86 | 70.96 | 80.06 | 93.51 | 92.64 | 6.29 | 13.01 | 19.32 | |
| PyraformerParam(M)=7.04, FLOPs(G)=393.222026.01 | 91.49 | 77.05 | 83.65 | 94.81 | 94.4 | 7.17 | 11.17 | 17 | |
| CrossLinearParam(M)=30.33, FLOPs(G)=239.742026.01 | 88.73 | 70.96 | 78.86 | 92.63 | 91.43 | 9.01 | 13.31 | 20.14 |