Anomaly Detection on Univariate Time Series (inference)
1.22Time per Point (s)DC-Detector
Evaluation Results
| Method | Links | |
|---|---|---|
| DC-DetectorCategory=self-supervised, Hardware=NVIDIA RTX 4090 GPU2026.07 | 1.22 | |
| AnomalyTransformerCategory=self-supervised, Hardware=NVIDIA RTX 4090 GPU2026.07 | 1.42 | |
| sIFCategory=Unsupervised, Hardware=Apple M1 Pro CPU2026.07 | 1.5 | |
| MambaCategory=self-supervised, Hardware=NVIDIA RTX 4090 GPU2026.07 | 1.62 | |
| sLOFCategory=Unsupervised, Hardware=Apple M1 Pro CPU2026.07 | 1.8 | |
| DWTt-testCategory=Unsupervised, Hardware=Apple M1 Pro CPU2026.07 | 3.5 | |
| DWT-MLEADCategory=Unsupervised, Hardware=Apple M1 Pro CPU2026.07 | 5 | |
| LSTUMPICategory=Unsupervised, Hardware=Apple M1 Pro CPU2026.07 | 5 | |
| PCICategory=Unsupervised, Hardware=Apple M1 Pro CPU2026.07 | 5.5 | |
| MedianMethodCategory=Unsupervised, Hardware=Apple M1 Pro CPU2026.07 | 6 |