Anomaly Detection on PSM (Acc, F1, Aff-P, Aff-R, RA R, RA P, V-ROC, V_PR)
92.67Visual PRMAAT
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MAAT2025.02 | 92.67 | 99.06 | 98.32 | 55.53 | 85.06 | 94.15 | 95.09 | 90.77 | — | — | |
| MEMTO2025.01 | 92.11 | — | 98.34 | — | — | 90.08 | 92.09 | — | — | 89.81 | |
| MtsCID2025.01 | 92.03 | — | 97.91 | — | — | 92.9 | 94.17 | — | — | 89.9 | |
| GDformer2025.01 | 91.95 | — | 98.74 | — | — | 94.76 | 95.5 | — | — | 90.16 | |
| AnomalyTrans2025.01 | 91.07 | — | 97.37 | — | — | 89.38 | 92.2 | — | — | 87.81 | |
| AnomalyTrans2025.02 | 90.71 | 98.68 | 97.37 | 55.35 | 80.85 | 91.68 | 93 | 88.71 | — | — | |
| DCdetector2025.02 | 90.58 | 98.95 | 97.94 | 54.71 | 82.93 | 91.55 | 92.93 | 88.41 | — | — | |
| ModernTCN2025.01 | 90.39 | — | 97.23 | — | — | 87.24 | 90.81 | — | — | 86.67 | |
| DCdetector2025.01 | 86.14 | — | 97.94 | — | — | 86.66 | 89.36 | — | — | 82.38 | |
| SensitiveHUE2025.01 | 75.59 | — | 95.16 | — | — | 80.29 | 76.08 | — | — | 79.66 | |
| DBR-AF2026.03 | 62.7 | 99.41 | 98.88 | 62.9 | 86.37 | 81.7 | 63.06 | 80.91 | — | — | |
| LEFT2026.02 | 57.01 | — | — | — | — | — | — | 78.36 | — | — | |
| CrossAD2026.02 | 55.96 | — | — | — | — | — | — | 73.02 | — | — | |
| HBOS2026.02 | 50.61 | — | — | — | — | — | — | 70.56 | — | — | |
| ALoRa-Det2026.02 | 50 | — | 45 | — | — | — | — | 69 | — | — | |
| CATCH2026.03 | 49.29 | 98.57 | 97.45 | 72.96 | 93.68 | 69.15 | 50.32 | 68.23 | — | — | |
| PCA2026.02 | 47.06 | — | — | — | — | — | — | 63.31 | — | — | |
| NPSR2026.02 | 47 | — | 49 | — | — | — | — | 63 | — | — | |
| ModernTCN2026.02 | 46.68 | — | — | — | — | — | — | 64.8 | — | — | |
| LOF2026.02 | 46.15 | — | — | — | — | — | — | 66.28 | — | — | |
| D3R2026.02 | 46 | — | 20 | — | — | — | — | 65 | — | — | |
| GPT4TS2026.02 | 45.99 | — | — | — | — | — | — | 64.66 | — | — | |
| LSTM2026.02 | 45.92 | — | — | — | — | — | — | 55.71 | — | — | |
| DAGMM2026.02 | 45.22 | — | — | — | — | — | — | 55.98 | — | — | |
| AE2026.02 | 44.9 | — | — | — | — | — | — | 63.39 | — | — | |
| Omni2026.02 | 44.72 | — | — | — | — | — | — | 63.4 | — | — | |
| LODA2026.02 | 44.23 | — | — | — | — | — | — | 60.89 | — | — | |
| CAE2026.02 | 43.95 | — | — | — | — | — | — | 61.13 | — | — | |
| TimesNet2026.02 | 43.73 | — | — | — | — | — | — | 63.44 | — | — | |
| OCSVM2026.02 | 42.52 | — | — | — | — | — | — | 59.93 | — | — | |
| PCA2026.02 | 42 | — | 48 | — | — | — | — | 58 | — | — | |
| SARAD2026.02 | 42 | — | 25 | — | — | — | — | 62 | — | — | |
| IForest2026.02 | 39.64 | — | — | — | — | — | — | 60.09 | — | — | |
| TimeMixer2026.02 | 38.07 | — | — | — | — | — | — | 59.74 | — | — | |
| OC-SVM2026.02 | 37 | — | 19 | — | — | — | — | 53 | — | — | |
| A.T.2026.02 | 37 | — | 19 | — | — | — | — | 26 | — | — | |
| DC2026.02 | 33.66 | — | — | — | — | — | — | 52.35 | — | — | |
| AT2026.02 | 33.09 | — | — | — | — | — | — | 51.86 | — | — | |
| IsolationForest2026.02 | 33 | — | 23 | — | — | — | — | 54 | — | — | |
| MtsCID2026.02 | 32.96 | — | — | — | — | — | — | 51.94 | — | — | |
| MEMTO2026.02 | 29 | — | 29 | — | — | — | — | 50 | — | — | |
| KNN2026.02 | 28 | — | 31 | — | — | — | — | 40 | — | — | |
| InterFusion2026.02 | 12 | — | 19 | — | — | — | — | 34 | — | — | |
| OmniAnomaly2026.02 | 5 | — | 14 | — | — | — | — | 29 | — | — | |
| AutoformerVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 52.92 | — | |
| AutoformerVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 87.43 | — | |
| CrossADVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 59.04 | — | |
| CrossADVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 86.28 | — | |
| DLinearVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 77.28 | — | |
| DLinearVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 86.15 | — | |
| KANADVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 62.23 | — | |
| KANADVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 86.28 | — | |
| LSTMAEVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 67.98 | — | |
| LSTMAEVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 86.29 | — | |
| MICNVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 75.45 | — | |
| MICNVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 87.08 | — | |
| ModernTCNVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 69.03 | — | |
| ModernTCNVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 87.24 | — | |
| TimeMixer++Variant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 70.18 | — | |
| TimeMixer++Variant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 86.61 | — | |
| TimesNetVariant=Vanilla2025.11 | — | — | — | — | — | — | — | — | 78.28 | — | |
| TimesNetVariant=COGNOS2025.11 | — | — | — | — | — | — | — | — | 86.72 | — |