Univariate Time Series Anomaly Detection on ECG UCR Archive (test)
91.8F1 ScoreCS-LSTMs
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CS-LSTMsEvaluation Protocol=Best2026.02 | 91.8 | 84.9 | 100 | |
| KAN-ADEvaluation Protocol=Best2026.02 | 91.6 | 84.6 | 100 | |
| FCVAEEvaluation Protocol=Best2026.02 | 91.4 | 84.2 | 81.9 | |
| TFADEvaluation Protocol=Best2026.02 | 83.5 | 78.3 | 89.4 | |
| CS-LSTMsEvaluation Protocol=Delay2026.02 | 82.3 | 69.9 | 100 | |
| KAN-ADEvaluation Protocol=Delay2026.02 | 79.7 | 99.1 | 66.7 | |
| SRCNNEvaluation Protocol=Best2026.02 | 74 | 70.5 | 77.9 | |
| InformerEvaluation Protocol=Best2026.02 | 73.6 | 68.2 | 79.9 | |
| FCVAEEvaluation Protocol=Delay2026.02 | 73.5 | 82 | 66.7 | |
| InformerEvaluation Protocol=Delay2026.02 | 71.5 | 65.8 | 78.3 | |
| TFADEvaluation Protocol=Delay2026.02 | 71.3 | 68.4 | 74.5 | |
| AnoTransferEvaluation Protocol=Best2026.02 | 69.5 | 80.3 | 61.3 | |
| SRCNNEvaluation Protocol=Delay2026.02 | 63.6 | 60.2 | 67.4 | |
| Anomaly-TransformerEvaluation Protocol=Best2026.02 | 59.4 | 74.1 | 49.6 | |
| AnoTransferEvaluation Protocol=Delay2026.02 | 54.5 | 52.5 | 56.7 | |
| DONUTEvaluation Protocol=Best2026.02 | 51.3 | 42 | 39.1 | |
| DONUTEvaluation Protocol=Delay2026.02 | 44.5 | 40.5 | 49.4 | |
| SPOTEvaluation Protocol=Best2026.02 | 41.2 | 93.2 | 26.4 | |
| VQRAEEvaluation Protocol=Best2026.02 | 31.6 | 52.4 | 22.6 | |
| Anomaly-TransformerEvaluation Protocol=Delay2026.02 | 15.3 | 21.8 | 11.8 | |
| VQRAEEvaluation Protocol=Delay2026.02 | 14.5 | 18.5 | 11.9 | |
| SPOTEvaluation Protocol=Delay2026.02 | 13.6 | 88.5 | 7.4 |