Time Series Anomaly Detection on PUMP
97.3F1-scorePI
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PITSAD Model=NCAD2024.10 | 97.3 | — | — | — | — | |
| PLDATSAD Model=NCAD2024.10 | 97.2 | — | — | — | — | |
| ORIGTSAD Model=NCAD2024.10 | 97 | — | — | — | — | |
| LOSSTSAD Model=NCAD2024.10 | 96.1 | — | — | — | — | |
| PLDATSAD Model=TcnED2024.10 | 90.5 | — | — | — | — | |
| PLDATSAD Model=TranAD2024.10 | 88.3 | — | — | — | — | |
| LOSSTSAD Model=TcnED2024.10 | 88.1 | — | — | — | — | |
| PITSAD Model=TranAD2024.10 | 87.8 | — | — | — | — | |
| PITSAD Model=TcnED2024.10 | 84.9 | — | — | — | — | |
| LOSSTSAD Model=TranAD2024.10 | 84.9 | — | — | — | — | |
| ORIGTSAD Model=TcnED2024.10 | 74.8 | — | — | — | — | |
| ORIGTSAD Model=TranAD2024.10 | 70.4 | — | — | — | — | |
| PLDATSAD Model=NeuTral2024.10 | 63.9 | — | — | — | — | |
| ORIGTSAD Model=NeuTral2024.10 | 58.3 | — | — | — | — | |
| PITSAD Model=NeuTral2024.10 | 55 | — | — | — | — | |
| LOSSTSAD Model=NeuTral2024.10 | 54.2 | — | — | — | — | |
| ASTERModel Category=LLM-based2026.04 | 45.8 | 83.9 | 25.4 | 83.3 | 29 | |
| TranADModel Category=Deep Learning-based2026.04 | 45.4 | 80 | 11 | 79.2 | 24.3 | |
| DAGMMModel Category=Deep Learning-based2026.04 | 17.4 | 44.7 | 16.3 | 50.4 | 23.5 | |
| MomentModel Category=Pre-Trained Models2026.04 | 14 | 48.5 | 12.9 | 66.9 | 24 | |
| TimerModel Category=Pre-Trained Models2026.04 | 12.9 | 52.9 | 13.9 | 71.2 | 26 | |
| ChronosModel Category=Pre-Trained Models2026.04 | 10.2 | 46.9 | 10.8 | 57.6 | 17.5 | |
| LLMMixerModel Category=LLM-based2026.04 | 8.1 | 39.8 | 10.4 | 54.5 | 18.1 | |
| TimesFMModel Category=Pre-Trained Models2026.04 | 3.7 | 40.9 | 11.7 | 56.8 | 20.3 | |
| UniTimeModel Category=LLM-based2026.04 | 2 | 54.9 | 12.9 | 69 | 22.4 | |
| TimesNetModel Category=Deep Learning-based2026.04 | 1.7 | 48.5 | 12.1 | 63 | 21.9 | |
| CALFModel Category=LLM-based2026.04 | 1.7 | 56.6 | 13 | 66.5 | 20.4 | |
| GPT4TSModel Category=LLM-based2026.04 | 1.4 | 41.4 | 10.1 | 55.1 | 17.7 |