Vegetation Forecasting on GreenEarthNet (ood-t)
0.068RMSEVegSim
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VegSimParam (M)=1.3 M, MFLOPs=3.282026.06 | 0.068 | 0.06 | 18.4 | 0.916 | 0.037 | 0.021 | 70.83 | |
| TimeXerParam (M)=6.33 M, MFLOPs=21.062026.06 | 0.109 | 0.066 | 17 | 0.996 | — | — | 12.5 | |
| TimeLLMParam (M)=124.44 M, MFLOPs=510.612026.06 | 0.111 | 0.072 | 18.5 | 1.088 | — | — | 0 | |
| iTransformerParam (M)=4.22 M, MFLOPs=8.432026.06 | 0.111 | 0.078 | 20.1 | 1.18 | — | — | 0 | |
| LSTMParam (M)=3.99 M, MFLOPs=208.202026.06 | 0.112 | 0.077 | 19.8 | 1.164 | 0.049 | 0.084 | 0 | |
| InceptionTimeParam (M)=1.23 M, MFLOPs=64.422026.06 | 0.113 | 0.082 | 21 | 1.232 | 0.06 | 0.11 | 0 | |
| Chronos-2Param (M)=28 M, MFLOPs=316.872026.06 | 0.13 | 0.077 | 19.7 | 1.156 | 0.052 | 0.03 | 0 | |
| ContextformerParam (M)=6.1 M, MFLOPs=173 × 10³2026.06 | 0.141 | 0.119 | 27.7 | 0.688 | — | — | 16.67 |