Time-series forecasting on Agriculture Time-MMD
0.109MSEiTransformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| iTransformerBackbone=iTransformer, Framework=TaTS2025.02 | 0.109 | 0.229 | 2.7 | |
| iTransformerBackbone=iTransformer, Framework=MM-TSFLib2025.02 | 0.112 | 0.23 | — | |
| PatchTSTBackbone=PatchTST, Framework=MM-TSFLib2025.02 | 0.114 | 0.233 | — | |
| PatchTSTBackbone=PatchTST, Framework=TaTS2025.02 | 0.114 | 0.235 | 0 | |
| PatchTSTBackbone=PatchTST, Framework=Uni-modal2025.02 | 0.12 | 0.247 | — | |
| iTransformerBackbone=iTransformer, Framework=Uni-modal2025.02 | 0.122 | 0.251 | — | |
| AutoformerBackbone=Autoformer, Framework=TaTS2025.02 | 0.125 | 0.266 | 20.9 | |
| FEDformerBackbone=FEDformer, Framework=MM-TSFLib2025.02 | 0.131 | 0.275 | — | |
| FEDformerBackbone=FEDformer, Framework=TaTS2025.02 | 0.131 | 0.276 | 0 | |
| FiLMBackbone=FiLM, Framework=TaTS2025.02 | 0.135 | 0.251 | 2.9 | |
| FEDformerBackbone=FEDformer, Framework=Uni-modal2025.02 | 0.138 | 0.286 | — | |
| FiLMBackbone=FiLM, Framework=Uni-modal2025.02 | 0.139 | 0.256 | — | |
| FiLMBackbone=FiLM, Framework=MM-TSFLib2025.02 | 0.14 | 0.258 | — | |
| AutoformerBackbone=Autoformer, Framework=Uni-modal2025.02 | 0.158 | 0.297 | — | |
| AutoformerBackbone=Autoformer, Framework=MM-TSFLib2025.02 | 0.158 | 0.288 | — | |
| TransformerBackbone=Transformer, Framework=TaTS2025.02 | 0.191 | 0.313 | 23.3 | |
| CrossformerBackbone=Crossformer, Framework=TaTS2025.02 | 0.212 | 0.312 | 2.8 | |
| DLinearBackbone=DLinear, Framework=TaTS2025.02 | 0.214 | 0.351 | 1.8 | |
| CrossformerBackbone=Crossformer, Framework=MM-TSFLib2025.02 | 0.218 | 0.313 | — | |
| DLinearBackbone=DLinear, Framework=MM-TSFLib2025.02 | 0.218 | 0.355 | — | |
| DLinearBackbone=DLinear, Framework=Uni-modal2025.02 | 0.223 | 0.354 | — | |
| TransformerBackbone=Transformer, Framework=MM-TSFLib2025.02 | 0.249 | 0.352 | — | |
| InformerBackbone=Informer, Framework=TaTS2025.02 | 0.255 | 0.348 | 18.5 | |
| InformerBackbone=Informer, Framework=MM-TSFLib2025.02 | 0.313 | 0.414 | — | |
| CrossformerBackbone=Crossformer, Framework=Uni-modal2025.02 | 0.323 | 0.406 | — | |
| TransformerBackbone=Transformer, Framework=Uni-modal2025.02 | 0.354 | 0.434 | — | |
| InformerBackbone=Informer, Framework=Uni-modal2025.02 | 0.599 | 0.63 | — |