Anomaly Detection on voraus-AD (test)
96.6Additional Friction RateMVT-Flow
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MVT-Flowsampling_frequency=100 Hz, blocks=4, epochs=702023.11 | 96.6 | 99.8 | 95.3 | 96.2 | 94.1 | 87.5 | 86.3 | 88.3 | 85.1 | 100 | 100 | 96.1 | 93.6 | |
| CAEanomaly_score=l2 reconstruction error, latent_dimensions=2002023.11 | 89.4 | 99.1 | 100 | 72.6 | 93.5 | 81.5 | 79.6 | 78.6 | 72.3 | 83.1 | 88.8 | 83.9 | 85.2 | |
| LSTM-VAEimplementation=reimplementation, softplus_activation_lower_bound=0.052023.11 | 88.7 | 98.1 | 100 | 70.4 | 82.7 | 81.5 | 77.3 | 82.8 | 71.4 | 96 | 97.7 | 93.6 | 86.7 | |
| GANFofficial_repository=Dai and Chen2023.11 | 88.5 | 98.8 | 47.6 | 72.1 | 93.2 | 81.2 | 82.7 | 77.5 | 68.9 | 76.6 | 86.6 | 84.6 | 79.9 | |
| HMMapproach=online, number_of_states=7, covariance_type=diagonal2023.11 | 88 | 93.7 | 71 | 88.8 | 89.6 | 89.8 | 91.8 | 84.7 | 90.9 | 84.4 | 91.8 | 82.5 | 87.4 | |
| PCAnumber_of_components=902023.11 | 76.4 | 87 | 100 | 70.1 | 79.2 | 73.9 | 75.7 | 83.6 | 64.2 | 71.6 | 92.1 | 85.9 | 80 | |
| 1-NNdistance_metric=l1-norm2023.11 | 74.8 | 80.8 | 100 | 68.7 | 75 | 69.6 | 74.5 | 82.8 | 63.7 | 63 | 93.4 | 83.6 | 77.5 |