Anomaly Detection on PMU dataset (test)
90PrecisionTransformer–attn–BiGAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Transformer–attn–BiGANThr.=0.932025.09 | 90 | 81 | 88 | 95 | |
| Transformer + GANThr.=0.892025.09 | 88 | 77 | 82 | 91 | |
| Transformer + BiGAN (no attn)Thr.=0.882025.09 | 88 | 79 | 83 | 92 | |
| BiGAN + CNNThr.=0.862025.09 | 87 | 78 | 85 | 90 | |
| BiLSTM–AEThr.=0.232025.09 | 82 | 76 | 80 | 89 | |
| LSTM–AEThr.=0.882025.09 | 75 | 70 | 72 | 88 | |
| VAEThr.=0.862025.09 | 72 | 66 | 69 | 86 | |
| AEThr.=0.842025.09 | 70 | 63 | 66 | 85 | |
| Isolation ForestThr.=–2025.09 | 61 | 75 | 67 | 82 | |
| PCAThr.=–2025.09 | 58 | 71 | 64 | 79 |