Biomass prediction on Maize
1.79RMSE (t/ha)AgriPINN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AgriPINN2026.01 | 1.79 | — | 0.25 | — | |
| AgriPINNMode=Pre-trained2026.01 | 1.81 | 0.92 | — | — | |
| ConvLSTM-ViT2026.01 | 1.83 | — | 0.37 | 0.009 | |
| ConvLSTM-ViTMode=Pre-trained2026.01 | 1.93 | 0.87 | — | — | |
| SLTFMode=Pre-trained2026.01 | 2.06 | 0.81 | — | — | |
| SLTF2026.01 | 2.08 | — | 0.29 | 0.021 | |
| CNN-TransformerMode=Pre-trained2026.01 | 2.23 | 0.72 | — | — | |
| CNN-Transformer2026.01 | 2.32 | — | 0.38 | 0.039 |