Time Series Anomaly Detection on NAB
55.03VUS-PRUSAD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| USADEvaluation Protocol=Full-Shot2026.02 | 55.03 | 91.54 | 61.46 | 56.15 | — | |
| ARTA2026.03 | 43 | — | — | — | — | |
| MOMENTevaluation protocol=Zero-Shot2026.03 | 39 | — | — | — | — | |
| MOMENTevaluation protocol=Fine-Tuning2026.03 | 39 | — | — | — | — | |
| VETimeZero-shot=true2026.02 | 32.98 | 88.57 | 44.31 | 37.87 | 0.04 | |
| VETimeEvaluation Protocol=Zero-Shot2026.02 | 32.98 | 88.57 | 44.31 | 37.87 | — | |
| VETimeEvaluation Protocol=Full-Shot2026.02 | 32.98 | 88.57 | 44.31 | 37.87 | — | |
| VLM4TSZero-shot=true2026.02 | 27.89 | 70.37 | 30.75 | 34.78 | 6.78 | |
| VisualTimeAnomalyZero-shot=true2026.02 | 26.87 | 62.46 | 41.64 | 31.72 | 2.52 | |
| VIT4TSZero-shot=true2026.02 | 25.78 | 61.12 | 28.29 | 33.81 | 1.72 | |
| TranADEvaluation Protocol=Full-Shot2026.02 | 24.82 | 90.28 | 37.28 | 27.33 | — | |
| DADAEvaluation Protocol=Zero-Shot, Potential Data Leakage=true2026.02 | 24.73 | 86.56 | 37.24 | 26.91 | — | |
| TimeRCDEvaluation Protocol=Zero-Shot2026.02 | 24.32 | 82.48 | 38.85 | 27.7 | — | |
| OFA2026.03 | 21 | — | — | — | — | |
| AnomLLMZero-shot=true2026.02 | 19.5 | 58.53 | 17.76 | 23.7 | 3.59 | |
| TimesFM2026.03 | 18 | — | — | — | — | |
| Lag-Llama2026.03 | 18 | — | — | — | — | |
| Chronos2026.03 | 18 | — | — | — | — |