Vegetation Forecasting on GreenEarthNet (ood-st)
0.088RMSEVegSim
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VegSimParam (M)=1.3 M, MFLOPs=3.282026.06 | 0.088 | 0.077 | 22.5 | 0.917 | 0.047 | 0.026 | 70.83 | |
| InceptionTimeParam (M)=1.23 M, MFLOPs=64.422026.06 | 0.124 | 0.089 | 21.6 | 1.104 | 0.067 | 0.122 | 0 | |
| LSTMParam (M)=3.99 M, MFLOPs=208.202026.06 | 0.127 | 0.089 | 21.5 | 1.101 | 0.057 | 0.099 | 0 | |
| TimeLLMParam (M)=124.44 M, MFLOPs=510.612026.06 | 0.127 | 0.086 | 20.7 | 1.058 | — | — | 0 | |
| iTransformerParam (M)=4.22 M, MFLOPs=8.432026.06 | 0.129 | 0.091 | 22.1 | 1.132 | — | — | 0 | |
| TimeXerParam (M)=6.33 M, MFLOPs=21.062026.06 | 0.129 | 0.081 | 19.6 | 1 | — | — | 12.5 | |
| ContextformerParam (M)=6.1 M, MFLOPs=173 × 10³2026.06 | 0.146 | 0.123 | 28.1 | 0.718 | — | — | 16.67 | |
| Chronos-2Param (M)=28 M, MFLOPs=316.872026.06 | 0.151 | 0.092 | 22.3 | 1.141 | 0.062 | 0.036 | 0 |