Univariate Time Series Anomaly Detection on CIMIS44AirTemperature UCR Archive (test)
95F1 ScoreCS-LSTMs
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CS-LSTMsEvaluation Protocol=Best2026.02 | 95 | 91 | 99.5 | |
| FCVAEEvaluation Protocol=Best2026.02 | 85 | 74.1 | 99.5 | |
| FCVAEEvaluation Protocol=Delay2026.02 | 85 | 74.1 | 99.5 | |
| InformerEvaluation Protocol=Best2026.02 | 84.2 | 76.8 | 93.2 | |
| KAN-ADEvaluation Protocol=Best2026.02 | 84.2 | 85.5 | 87 | |
| KAN-ADEvaluation Protocol=Delay2026.02 | 84.2 | 81.5 | 87 | |
| InformerEvaluation Protocol=Delay2026.02 | 83.6 | 77.1 | 91.3 | |
| Anomaly-TransformerEvaluation Protocol=Best2026.02 | 81 | 80.5 | 81.5 | |
| CS-LSTMsEvaluation Protocol=Delay2026.02 | 80.9 | 88.3 | 74.6 | |
| TFADEvaluation Protocol=Best2026.02 | 77.2 | 71.8 | 83.5 | |
| TFADEvaluation Protocol=Delay2026.02 | 75.6 | 73.3 | 78 | |
| AnoTransferEvaluation Protocol=Best2026.02 | 56.2 | 75.2 | 44.9 | |
| AnoTransferEvaluation Protocol=Delay2026.02 | 54 | 60.8 | 48.6 | |
| VQRAEEvaluation Protocol=Best2026.02 | 50.4 | 68.8 | 39.8 | |
| VQRAEEvaluation Protocol=Delay2026.02 | 49.4 | 67.2 | 39.1 | |
| SPOTEvaluation Protocol=Delay2026.02 | 44.8 | 54.2 | 38.2 | |
| SPOTEvaluation Protocol=Best2026.02 | 43.2 | 56 | 35.2 | |
| Anomaly-TransformerEvaluation Protocol=Delay2026.02 | 31.3 | 63.8 | 20.7 | |
| SRCNNEvaluation Protocol=Best2026.02 | 28.5 | 31 | 26.4 | |
| DONUTEvaluation Protocol=Best2026.02 | 25.5 | 41 | 18.5 | |
| DONUTEvaluation Protocol=Delay2026.02 | 25.5 | 41 | 18.5 | |
| SRCNNEvaluation Protocol=Delay2026.02 | 21.2 | 24.6 | 18.6 |