Anomaly Detection on SD Dataset
98.77PrecisionAutoencoder
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AutoencoderMemory usage (MB)=1.98, Training time (s)=252.012025.10 | 98.77 | 93.42 | 96.02 | |
| LightAEMemory usage (MB)=1.35, Training time (s)=130.842025.10 | 98.63 | 93.03 | 95.57 | |
| Autoencoder+CGNetMemory usage (MB)=0.62, Training time (s)=245.932025.10 | 98 | 92.98 | 95.43 | |
| Autoencoder+PruningMemory usage (MB)=1.02, Training time (s)=232.432025.10 | 97.64 | 93.23 | 95.38 | |
| OmniAnomalyMemory usage (MB)=0.35, Training time (s)=268.402025.10 | 96.36 | 95.8 | 96.08 | |
| Autoencoder+KDMemory usage (MB)=0.56, Training time (s)=277.662025.10 | 96.07 | 93.1 | 94.56 | |
| LSTM-NDTMemory usage (MB)=0.26, Training time (s)=250.622025.10 | 95.66 | 92.51 | 94.06 | |
| LSTMMemory usage (MB)=0.05, Training time (s)=78.692025.10 | 91.09 | 93.72 | 92.38 | |
| One-Class SVMMemory usage (MB)=0.01, Training time (s)=0.042025.10 | 86.73 | 93.59 | 90.09 | |
| iTransformerMemory usage (MB)=0.11, Training time (s)=363.662025.10 | 84.91 | 91.54 | 88.1 | |
| ModernTCNMemory usage (MB)=0.42, Training time (s)=1891.212025.10 | 77.99 | 88.77 | 83.03 | |
| IsolationForestMemory usage (MB)=1.73, Training time (s)=0.392025.10 | 74.18 | 76.51 | 75.32 |