Anomaly Detection on FD Dataset
99.98PrecisionOmniAnomaly
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OmniAnomalyMemory usage (MB)=0.35, Training time (s)=135.822025.10 | 99.98 | 96.5 | 98.2 | |
| AutoencoderMemory usage (MB)=1.98, Training time (s)=142.552025.10 | 98.45 | 93.73 | 95.96 | |
| LightAEMemory usage (MB)=1.18, Training time (s)=75.422025.10 | 98.3 | 93.5 | 95.7 | |
| LSTM-NDTMemory usage (MB)=0.25, Training time (s)=68.402025.10 | 97.36 | 94.2 | 95.75 | |
| iTransformerMemory usage (MB)=0.11, Training time (s)=196.862025.10 | 96.81 | 94.19 | 95.48 | |
| Autoencoder+KDMemory usage (MB)=0.52, Training time (s)=166.242025.10 | 96.44 | 93.2 | 94.79 | |
| Autoencoder+PruningMemory usage (MB)=1.28, Training time (s)=128.422025.10 | 95.38 | 94.2 | 94.79 | |
| Autoencoder+CGNetMemory usage (MB)=0.64, Training time (s)=140.332025.10 | 95.38 | 94.28 | 94.83 | |
| One-Class SVMMemory usage (MB)=0.02, Training time (s)=0.122025.10 | 93.05 | 94.27 | 93.66 | |
| LSTMMemory usage (MB)=0.05, Training time (s)=37.492025.10 | 93.02 | 84.5 | 91.59 | |
| ModernTCNMemory usage (MB)=0.42, Training time (s)=1052.482025.10 | 80.59 | 93.64 | 86.63 | |
| IsolationForestMemory usage (MB)=1.10, Training time (s)=0.182025.10 | 77.97 | 76.1 | 77.03 |