Sea Surface Temperature Forecasting on OISST 1°×1° (test)
0.485RMSEOptFormer
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OptFormerSpatial Area=1°×1°2025.12 | 0.485 | 1.6 | — | — | — | — | — | — | — | — | — | — | |
| LSTMSpatial Area=1°×1°2025.12 | 1.092 | 3.883 | — | — | — | — | — | — | — | — | — | — | |
| AutoFormerSpatial Area=1°×1°2025.12 | 1.106 | 3.93 | — | — | — | — | — | — | — | — | — | — | |
| InformerSpatial Area=1°×1°2025.12 | 1.163 | 4.151 | — | — | — | — | — | — | — | — | — | — | |
| TCNSpatial Area=1°×1°2025.12 | 1.248 | 4.328 | — | — | — | — | — | — | — | — | — | — | |
| N-BEATSSpatial Area=1°×1°2025.12 | 2.911 | 10.477 | — | — | — | — | — | — | — | — | — | — | |
| BaselineRollout type=single rollout, Rollout duration=376 weeks2026.05 | — | — | 0.025 | 0.059 | 0.12 | 0.16 | 0.25 | 0.277 | 0.193 | 0.148 | 0.248 | 0.516 | |
| Commutativity reg.Rollout type=single rollout, Rollout duration=376 weeks2026.05 | — | — | 0.025 | 0.046 | 0.05 | 0.062 | 0.055 | 0.066 | 0.097 | 0.114 | 0.082 | 0.162 |