Vegetation Forecasting on GreenEarthNet (ood-s)
0.089RMSEVegSim
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VegSimParam (M)=1.3 M, MFLOPs=3.282026.06 | 0.089 | 0.077 | 23.9 | 0.775 | 0.047 | 0.026 | 70.83 | |
| LSTMParam (M)=3.99 M, MFLOPs=208.202026.06 | 0.14 | 0.097 | 19.8 | 1.008 | 0.062 | 0.107 | 0 | |
| InceptionTimeParam (M)=1.23 M, MFLOPs=64.422026.06 | 0.144 | 0.103 | 21.1 | 1.074 | 0.078 | 0.142 | 0 | |
| iTransformerParam (M)=4.22 M, MFLOPs=8.432026.06 | 0.15 | 0.106 | 21.8 | 1.106 | — | — | 0 | |
| TimeLLMParam (M)=124.44 M, MFLOPs=510.612026.06 | 0.151 | 0.101 | 20.7 | 1.052 | — | — | 0 | |
| TimeXerParam (M)=6.33 M, MFLOPs=21.062026.06 | 0.154 | 0.096 | 19.7 | 1.001 | — | — | 12.5 | |
| ContextformerParam (M)=6.1 M, MFLOPs=173 × 10³2026.06 | 0.154 | 0.129 | 24.2 | 0.732 | — | — | 16.67 | |
| Chronos-2Param (M)=28 M, MFLOPs=316.872026.06 | 0.177 | 0.11 | 22.5 | 1.142 | 0.074 | 0.043 | 0 |