Vegetation Forecasting on GreenEarthNet (val)
0.067RMSEVegSim
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VegSimParam (M)=1.3 M, MFLOPs=3.282026.06 | 0.067 | 0.057 | 13.4 | 0.765 | 0.035 | 0.02 | 70.83 | |
| TimeLLMParam (M)=124.44 M, MFLOPs=510.612026.06 | 0.113 | 0.075 | 15.9 | 1.007 | — | — | 0 | |
| iTransformerParam (M)=4.22 M, MFLOPs=8.432026.06 | 0.116 | 0.084 | 17.7 | 1.123 | — | — | 0 | |
| TimeXerParam (M)=6.33 M, MFLOPs=21.062026.06 | 0.121 | 0.075 | 15.8 | 1 | — | — | 12.5 | |
| LSTMParam (M)=3.99 M, MFLOPs=208.202026.06 | 0.122 | 0.088 | 18.5 | 1.171 | 0.055 | 0.094 | 0 | |
| InceptionTimeParam (M)=1.23 M, MFLOPs=64.422026.06 | 0.123 | 0.092 | 19.5 | 1.234 | 0.068 | 0.125 | 0 | |
| Chronos-2Param (M)=28 M, MFLOPs=316.872026.06 | 0.141 | 0.086 | 18.1 | 1.147 | 0.057 | 0.033 | 0 | |
| ContextformerParam (M)=6.1 M, MFLOPs=173 × 10³2026.06 | 0.145 | 0.121 | 23.7 | 0.732 | — | — | 16.67 |