Long-horizon Vessel Trajectory Forecasting on 30-day Maritime Tanker Trajectories
1,934Trajectory Error (km)LSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LSTMArchitecture Category=Recurrent Neural Networks2026.06 | 1,934 | 2,918 | 0.207 | 0.375 | 0.258 | |
| AutoformerArchitecture Category=Transformer-Based Architectures2026.06 | 2,841 | 3,109 | 0.188 | 0.352 | 0.235 | |
| InformerArchitecture Category=Transformer-Based Architectures2026.06 | 2,875 | 3,150 | 0.161 | 0.358 | 0.212 | |
| TimesNetArchitecture Category=Recent Advanced Models2026.06 | 2,897 | 3,097 | 0.188 | 0.352 | 0.238 | |
| iTransformerArchitecture Category=Recent Advanced Models2026.06 | 2,907 | 3,149 | 0.19 | 0.349 | 0.238 | |
| FEDformerArchitecture Category=Transformer-Based Architectures2026.06 | 2,954 | 3,284 | 0.17 | 0.352 | 0.221 | |
| PatchTSTArchitecture Category=Recent Advanced Models2026.06 | 3,049 | 3,384 | 0.146 | 0.305 | 0.189 |