Time Series Anomaly Detection on VisualTimeAnomaly Range 1.0 (test)
30.5Precision (%)TSAD-Agents
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TSAD-AgentsBackbone=Gemini2025.02 | 30.5 | 53.5 | 38.6 | |
| LLMAD2025.02 | 28.1 | 25.1 | 26.7 | |
| PromptingBackbone=Gemini2025.02 | 23.4 | 61.4 | 32.9 | |
| TAMA2025.02 | 19.9 | 37.1 | 25.9 | |
| THOC2025.02 | 14.8 | 70 | 24.6 | |
| SIGLLM2025.02 | 14.3 | 16.1 | 15 | |
| iForest2025.02 | 11.5 | 64.6 | 19.7 | |
| OmniAnomaly2025.02 | 8.5 | 99.3 | 15.6 | |
| OCSVM2025.02 | 6.3 | 62.5 | 11.3 | |
| TranAD2025.02 | 5.5 | 94.6 | 10.4 |