Maritime Trajectory Anomaly Detection on AIS-ERA5 Detour Scenario (test)
59.5F1 ScoreRGFiLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RGFiLMbase temperature τ=1.2, rarity sensitivity κ=0.1, conditioning mechanism=rarity-gated interpolation2026.06 | 59.5 | 47.4 | 82.6 | 9.7 | |
| OIL-AD + Gated FiLMconditioning mechanism=adaptive gating without rarity awareness2026.06 | 58.2 | 45 | 84.5 | 10.8 | |
| OIL-AD + FiLMconditioning mechanism=feature-wise linear modulation2026.06 | 57.7 | 47.7 | 79.8 | 9.8 | |
| OIL-ADbehavior model=context-agnostic2026.06 | 52.4 | 40.1 | 78.2 | 12 | |
| OIL-AD + Concatconditioning mechanism=input-level fusion2026.06 | 52 | 40.2 | 75.5 | 11.2 | |
| CAD for MTSmodel type=contextual anomaly detection2026.06 | 34.6 | 33.5 | 46.1 | 12 | |
| ROCODmodel type=contextual outlier detection2026.06 | 17.2 | 11.6 | 47.5 | 36.5 |