Anomaly Detection on Automotive
11Recall@1%TFT-Residual
Evaluation Results
| Method | Links | |
|---|---|---|
| TFT-ResidualTrain Time (s)=169.1 ± 4.4, Inference Time (s)=79.3 ± 0.92025.11 | 11 | |
| STREAM-VAETrain Time (s)=262.3 ± 18.0, Inference Time (s)=97.9 ± 5.42025.11 | 11 | |
| GDNTrain Time (s)=456.0 ± 4.9, Inference Time (s)=130.4 ± 1.12025.11 | 10.9 | |
| MA-VAETrain Time (s)=320.3 ± 13.8, Inference Time (s)=119.6 ± 4.22025.11 | 10.2 | |
| OmniAnomalyTrain Time (s)=605.5 ± 0.8, Inference Time (s)=135.2 ± 0.52025.11 | 9.4 | |
| SIS-VAETrain Time (s)=1081.8 ± 3.3, Inference Time (s)=130.8 ± 0.52025.11 | 8.5 | |
| VS-VAETrain Time (s)=102.5 ± 2.5, Inference Time (s)=62.6 ± 0.82025.11 | 5 | |
| W-VAETrain Time (s)=79.5 ± 0.7, Inference Time (s)=58.7 ± 0.52025.11 | 4.9 | |
| Isolation ForestTrain Time (s)=0.7 ± 0.1, Inference Time (s)=52.1 ± 4.02025.11 | 2.4 | |
| Anomaly TransformerTrain Time (s)=69.7 ± 10.8, Inference Time (s)=56.4 ± 1.52025.11 | 2.3 | |
| VASPTrain Time (s)=42.6 ± 0.1, Inference Time (s)=52.5 ± 0.52025.11 | 1.2 |