Anomaly Detection on GECCO
74.2PA-F1W1-ACAS-F
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| W1-ACAS-FForecaster=Tirex-allctx, AD Model=W1-ACAS-F2026.04 | 74.2 | 86.4 | 3.4 | 2.6 | 23.7 | 24.1 | — | — | — | — | — | — | — | |
| W1-ACAS-FForecaster=Chronos-allctx, AD Model=W1-ACAS-F2026.04 | 70.4 | 88.2 | 3 | 1.4 | 23.1 | 23.6 | — | — | — | — | — | — | — | |
| W1-ACAS-HForecaster=Chronos-allctx, AD Model=W1-ACAS-H2026.04 | 60.6 | 83.5 | 4.4 | 31.6 | 11 | 12.7 | — | — | — | — | — | — | — | |
| W1-ACAS-HForecaster=Tirex-allctx, AD Model=W1-ACAS-H2026.04 | 58.7 | 84.2 | 3.9 | 32 | 12.4 | 13.6 | — | — | — | — | — | — | — | |
| CNN*Forecaster=-, AD Model=CNN*2026.04 | 58.3 | 87.5 | 13.9 | 86 | 29.4 | 15.2 | — | — | — | — | — | — | — | |
| OmniAnomaly*Forecaster=-, AD Model=OmniAnomaly*2026.04 | 57.9 | 84 | 20.6 | 79.2 | 21.6 | 18.6 | — | — | — | — | — | — | — | |
| USAD*Forecaster=-, AD Model=USAD*2026.04 | 56.1 | 77.2 | 35.3 | 64.3 | 3.8 | 9.1 | — | — | — | — | — | — | — | |
| TransformerBackbone=Transformer, Type=Ours2026.07 | 31.36 | — | — | — | 31.35 | — | 30.67 | — | — | — | — | — | — | |
| VTT-SATBackbone=VTT-SAT, Type=Ours2026.07 | 30.56 | — | — | — | 29.57 | — | 25.36 | — | — | — | — | — | — | |
| ATBackbone=AT, Type=Ours2026.07 | 30.37 | — | — | — | 26.27 | — | 19.71 | — | — | — | — | — | — | |
| VTT-PATBackbone=VTT-PAT, Type=w/o unlabeled2026.07 | 30.37 | — | — | — | 28.94 | — | 24.13 | — | — | — | — | — | — | |
| LSTM-VAEBackbone=LSTM-VAE, Type=Ours2026.07 | 30.14 | — | — | — | 28.01 | — | 22.49 | — | — | — | — | — | — | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/o unlabeled2026.07 | 30.08 | — | — | — | 27.72 | — | 22.09 | — | — | — | — | — | — | |
| USADBackbone=USAD, Type=Ours2026.07 | 30.08 | — | — | — | 27.77 | — | 22.09 | — | — | — | — | — | — | |
| OmniAnomalyBackbone=OmniAnomaly, Type=Ours2026.07 | 30.08 | — | — | — | 27.77 | — | 22.09 | — | — | — | — | — | — | |
| LSTM-VAEBackbone=LSTM-VAE, Type=w/ unlabeled2026.07 | 30.02 | — | — | — | 27.39 | — | 21.68 | — | — | — | — | — | — | |
| USADBackbone=USAD, Type=w/ unlabeled2026.07 | 30.02 | — | — | — | 27.39 | — | 21.68 | — | — | — | — | — | — | |
| USADBackbone=USAD, Type=w/o unlabeled2026.07 | 30.02 | — | — | — | 27.44 | — | 21.68 | — | — | — | — | — | — | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/ unlabeled2026.07 | 30.02 | — | — | — | 27.39 | — | 21.68 | — | — | — | — | — | — | |
| OmniAnomalyBackbone=OmniAnomaly, Type=w/o unlabeled2026.07 | 30.02 | — | — | — | 27.39 | — | 21.68 | — | — | — | — | — | — | |
| TransformerBackbone=Transformer, Type=w/ unlabeled2026.07 | 30.02 | — | — | — | 27.49 | — | 21.68 | — | — | — | — | — | — | |
| TransformerBackbone=Transformer, Type=w/o unlabeled2026.07 | 30.02 | — | — | — | 27.49 | — | 21.68 | — | — | — | — | — | — | |
| VTT-PATBackbone=VTT-PAT, Type=Ours2026.07 | 29.22 | — | — | — | 22.76 | — | 15.95 | — | — | — | — | — | — | |
| VTT-SATBackbone=VTT-SAT, Type=w/ unlabeled2026.07 | 29.11 | — | — | — | 24.73 | — | 15.13 | — | — | — | — | — | — | |
| VTT-PATBackbone=VTT-PAT, Type=w/ unlabeled2026.07 | 29 | — | — | — | 21.42 | — | 14.31 | — | — | — | — | — | — | |
| VTT-SATBackbone=VTT-SAT, Type=w/o unlabeled2026.07 | 28.68 | — | — | — | 18.38 | — | 11.86 | — | — | — | — | — | — | |
| ATBackbone=AT, Type=w/ unlabeled2026.07 | 27.95 | — | — | — | 2.19 | — | 1.26 | — | — | — | — | — | — | |
| ATBackbone=AT, Type=w/o unlabeled2026.07 | 27.3 | — | — | — | 1.48 | — | 0.82 | — | — | — | — | — | — | |
| AE2024.10 | — | — | — | — | — | — | — | — | — | — | 18.8 | 2.1 | 3.8 | |
| AnomalyTrans2025.01 | — | — | — | — | — | 10.14 | 34.98 | 60.6 | 27.35 | 61.66 | — | — | — | |
| ATrans2024.10 | — | — | — | — | — | — | — | — | — | — | 6.3 | 1.3 | 2.2 | |
| AutoformerVariant=Vanilla2025.11 | — | 39.29 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoformerVariant=COGNOS2025.11 | — | 94.26 | — | — | — | — | — | — | — | — | — | — | — | |
| CATCH2024.10 | — | — | — | — | — | — | — | — | — | — | 79.5 | 6.5 | 11.9 | |
| CrossADVariant=Vanilla2025.11 | — | 31.15 | — | — | — | — | — | — | — | — | — | — | — | |
| CrossADVariant=COGNOS2025.11 | — | 93.2 | — | — | — | — | — | — | — | — | — | — | — | |
| DC2024.10 | — | — | — | — | — | — | — | — | — | — | 4 | 0.8 | 1.3 | |
| DCdetector2025.01 | — | — | — | — | — | 27.63 | 37.63 | 60.03 | 28.49 | 59.17 | — | — | — | |
| DLin2024.10 | — | — | — | — | — | — | — | — | — | — | 79 | 4.2 | 8 | |
| DLinearVariant=Vanilla2025.11 | — | 45.49 | — | — | — | — | — | — | — | — | — | — | — | |
| DLinearVariant=COGNOS2025.11 | — | 93.84 | — | — | — | — | — | — | — | — | — | — | — | |
| DualTF2024.10 | — | — | — | — | — | — | — | — | — | — | 14.6 | 3.9 | 6.2 | |
| GDformer2025.01 | — | — | — | — | — | 41.18 | 59.2 | 70.19 | 39.4 | 71.99 | — | — | — | |
| HBOS2024.10 | — | — | — | — | — | — | — | — | — | — | 36.1 | 1.6 | 3.1 | |
| IF2024.10 | — | — | — | — | — | — | — | — | — | — | 3 | 21.4 | 5.2 | |
| iTrans2024.10 | — | — | — | — | — | — | — | — | — | — | 26.6 | 11.1 | 15.6 | |
| KANADVariant=Vanilla2025.11 | — | 37.85 | — | — | — | — | — | — | — | — | — | — | — | |
| KANADVariant=COGNOS2025.11 | — | 94.65 | — | — | — | — | — | — | — | — | — | — | — | |
| LSTMAEVariant=Vanilla2025.11 | — | 32.65 | — | — | — | — | — | — | — | — | — | — | — | |
| LSTMAEVariant=COGNOS2025.11 | — | 94.63 | — | — | — | — | — | — | — | — | — | — | — | |
| MEMTO2025.01 | — | — | — | — | — | 39.68 | 50.74 | 56.07 | 39.3 | 56.55 | — | — | — | |
| MICNVariant=Vanilla2025.11 | — | 91.41 | — | — | — | — | — | — | — | — | — | — | — | |
| MICNVariant=COGNOS2025.11 | — | 94.06 | — | — | — | — | — | — | — | — | — | — | — | |
| Modern2024.10 | — | — | — | — | — | — | — | — | — | — | 64.4 | 8.6 | 15.2 | |
| ModernTCNVariant=Vanilla2025.11 | — | 56.46 | — | — | — | — | — | — | — | — | — | — | — | |
| ModernTCNVariant=COGNOS2025.11 | — | 93.31 | — | — | — | — | — | — | — | — | — | — | — | |
| ModernTCN2025.01 | — | — | — | — | — | 38.08 | 43.75 | 53.14 | 39.11 | 53.03 | — | — | — | |
| MtsCID2025.01 | — | — | — | — | — | 35.9 | 57.27 | 65.51 | 39.87 | 66.33 | — | — | — | |
| NLin2024.10 | — | — | — | — | — | — | — | — | — | — | 27.4 | 29.6 | 28.5 | |
| Ocsvm2024.10 | — | — | — | — | — | — | — | — | — | — | 95.3 | 0.6 | 1.1 | |
| Patch2024.10 | — | — | — | — | — | — | — | — | — | — | 36.6 | 28.9 | 32.3 | |
| PCA2024.10 | — | — | — | — | — | — | — | — | — | — | 98.6 | 4.1 | 7.9 | |
| SensitiveHUE2025.01 | — | — | — | — | — | 33.34 | 49.54 | 56.64 | 30.66 | 57.23 | — | — | — | |
| TFAD2024.10 | — | — | — | — | — | — | — | — | — | — | 3 | 0.9 | 1.3 | |
| TimeMixer++Variant=Vanilla2025.11 | — | 79.36 | — | — | — | — | — | — | — | — | — | — | — | |
| TimeMixer++Variant=COGNOS2025.11 | — | 93.56 | — | — | — | — | — | — | — | — | — | — | — | |
| TimesNetVariant=Vanilla2025.11 | — | 84.17 | — | — | — | — | — | — | — | — | — | — | — | |
| TimesNetVariant=COGNOS2025.11 | — | 93.42 | — | — | — | — | — | — | — | — | — | — | — | |
| TsNet2024.10 | — | — | — | — | — | — | — | — | — | — | 78.2 | 5.3 | 9.9 |