Time Series Anomaly Detection on KPI
87.82Delayed-F1LSTMAD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LSTMAD2024.11 | 87.82 | — | — | — | 93.76 | 77.42 | 96.24 | |
| KAN-AD2024.11 | 87.55 | — | — | — | 94.42 | 79.89 | 96.93 | |
| KAN2024.11 | 86.66 | — | — | — | 94.11 | 78.16 | 96.64 | |
| FCVAE2024.11 | 86.24 | — | — | — | 93.98 | 75.56 | 95.72 | |
| FITS2024.11 | 81.75 | — | — | — | 90.83 | 63.53 | 93.59 | |
| OFA2024.11 | 79.52 | — | — | — | 88.1 | 61.5 | 90.09 | |
| SAGE2026.05 | 73.4 | 61 | 79.1 | 87.1 | — | — | — | |
| TimesNet2024.11 | 69.95 | — | — | — | 80.22 | 63.63 | 81.66 | |
| TranAD2024.11 | 63.99 | — | — | — | 75.53 | 56.11 | 73.99 | |
| AnomalyTF2026.05 | 55.7 | 38.4 | 58.6 | 84.8 | — | — | — | |
| OCSVM2026.05 | 53.9 | 39.9 | 75.8 | 89.6 | — | — | — | |
| USAD2026.05 | 52.9 | 30.7 | 65.9 | 86.6 | — | — | — | |
| LSTM-VAE2026.05 | 52.5 | 42.2 | 74.9 | 90.1 | — | — | — | |
| SubLOF2024.11 | 49.94 | — | — | — | 72.73 | 28.05 | 70.15 | |
| iForest2026.05 | 49.8 | 39.9 | 77.9 | 90 | — | — | — | |
| LLMAD2026.05 | 48 | 19.5 | 44.2 | 84.7 | — | — | — | |
| AnoTrans2024.11 | 36.23 | — | — | — | 61.03 | 30.2 | 56.76 | |
| TAMA2026.05 | 34.2 | 4.9 | 7.5 | 67.5 | — | — | — | |
| LSTM-AE2026.05 | 26.6 | 27.8 | 69.6 | 84.4 | — | — | — | |
| SRCNN2024.11 | 22.66 | — | — | — | 41.37 | 9.94 | 33.55 | |
| OmniAnom2026.05 | 13.6 | 14.8 | 44.1 | 72.2 | — | — | — | |
| SAND2024.11 | 10.97 | — | — | — | 27.1 | 3.97 | 20.22 | |
| LOF2026.05 | 10.7 | 6.6 | 13.8 | 68.9 | — | — | — | |
| TSAD-Ag2026.05 | 9 | 15.1 | 25.1 | 53 | — | — | — | |
| SigLLM2026.05 | 4.6 | 11.7 | 27.3 | 68.9 | — | — | — |