Time Series Anomaly Detection on GECCO
0.9957VUS-ROCSCAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCAN2026.06 | 0.9957 | 0.6812 | |
| LEFT2026.02 | 0.9949 | 0.6634 | |
| CrossAD2026.02 | 0.9948 | 0.6211 | |
| CrossAD2026.06 | 0.9948 | 0.6211 | |
| TimeMixer2026.02 | 0.9899 | 0.4606 | |
| TimeMixer2026.06 | 0.9899 | 0.4606 | |
| TimesNet2026.02 | 0.9834 | 0.4578 | |
| TimesNet2026.06 | 0.9834 | 0.4578 | |
| DADA2026.06 | 0.9791 | 0.4588 | |
| GPT4TS2026.02 | 0.9776 | 0.4181 | |
| GPT4TS2026.06 | 0.9776 | 0.4181 | |
| ModernTCN2026.02 | 0.9694 | 0.4819 | |
| ModernTCN2026.06 | 0.9694 | 0.4819 | |
| OFA2026.03 | 0.96 | — | |
| ARTA2026.03 | 0.94 | — | |
| OFA2026.03 | 0.94 | — | |
| TSPulseEvaluation Protocol=Fine-Tuned2026.03 | 0.94 | — | |
| ARTA2026.03 | 0.94 | — | |
| DeepAnT2026.03 | 0.92 | — | |
| TSPulseEvaluation Protocol=FT2026.03 | 0.92 | — | |
| DeepAnT2026.03 | 0.92 | — | |
| TSPulseEvaluation Protocol=Zero-Shot2026.03 | 0.92 | — | |
| TimesNet2026.03 | 0.91 | — | |
| TranAD2026.03 | 0.9 | — | |
| TranAD2026.03 | 0.89 | — | |
| TSPulseEvaluation Protocol=ZS2026.03 | 0.88 | — | |
| KNN2026.03 | 0.86 | — | |
| FITS2026.03 | 0.86 | — | |
| KAN-AD2026.06 | 0.8567 | 0.1732 | |
| LOF2026.03 | 0.85 | — | |
| FREE2026.03 | 0.84 | — | |
| KNN2026.03 | 0.83 | — | |
| USAD2026.03 | 0.83 | — | |
| PCA2026.03 | 0.82 | — | |
| OmniAnomaly2026.03 | 0.82 | — | |
| TimesNet2026.03 | 0.82 | — | |
| LOF2026.02 | 0.7817 | 0.0919 | |
| LOF2026.06 | 0.7817 | 0.0919 | |
| LOF2026.03 | 0.76 | — | |
| USAD2026.03 | 0.76 | — | |
| FREE2026.03 | 0.76 | — | |
| OCSVM2026.02 | 0.7533 | 0.1207 | |
| OCSVM2026.06 | 0.7533 | 0.1207 | |
| FITS2026.03 | 0.75 | — | |
| KMeansAD2026.03 | 0.73 | — | |
| PCA2026.03 | 0.73 | — | |
| OmniAnomaly2026.03 | 0.73 | — | |
| IForest2026.02 | 0.7083 | 0.0943 | |
| IForest2026.06 | 0.7083 | 0.0943 | |
| EIF2026.03 | 0.69 | — | |
| MCD2026.03 | 0.68 | — | |
| OCSVM2026.03 | 0.68 | — | |
| HBOS2026.03 | 0.68 | — | |
| COPOD2026.03 | 0.68 | — | |
| EIF2026.03 | 0.67 | — | |
| KMeansAD2026.03 | 0.66 | — | |
| HBOS2026.03 | 0.66 | — | |
| Donut2026.03 | 0.66 | — | |
| COPOD2026.03 | 0.66 | — | |
| IForest2026.03 | 0.65 | — | |
| Donut2026.03 | 0.65 | — | |
| OCSVM2026.03 | 0.65 | — | |
| LSTM2026.02 | 0.645 | 0.0668 | |
| LSTM2026.06 | 0.645 | 0.0668 | |
| CBLOF2026.03 | 0.63 | — | |
| AutoEncoder2026.03 | 0.63 | — | |
| CBLOF2026.03 | 0.63 | — | |
| AE2026.02 | 0.6124 | 0.0448 | |
| AE2026.06 | 0.6124 | 0.0448 | |
| IForest2026.03 | 0.61 | — | |
| MEMTO2026.06 | 0.6018 | 0.0449 | |
| MCD2026.03 | 0.59 | — | |
| AutoEncoder2026.03 | 0.59 | — | |
| LODA2026.02 | 0.5749 | 0.0339 | |
| LODA2026.06 | 0.5749 | 0.0339 | |
| CAE2026.02 | 0.5524 | 0.0528 | |
| CAE2026.06 | 0.5524 | 0.0528 | |
| DC2026.02 | 0.5454 | 0.0361 | |
| DC2026.06 | 0.5454 | 0.0361 | |
| HBOS2026.02 | 0.544 | 0.0453 | |
| HBOS2026.06 | 0.544 | 0.0453 | |
| Omni2026.02 | 0.5386 | 0.0517 | |
| Omni2026.06 | 0.5386 | 0.0517 | |
| PCA2026.02 | 0.5366 | 0.0443 | |
| PCA2026.06 | 0.5366 | 0.0443 | |
| MtsCID2026.02 | 0.5315 | 0.0381 | |
| MtsCID2026.06 | 0.5315 | 0.0381 | |
| DAGMM2026.02 | 0.5099 | 0.0396 | |
| DAGMM2026.06 | 0.5099 | 0.0396 | |
| AT2026.02 | 0.4751 | 0.0278 | |
| AT2026.06 | 0.4751 | 0.0278 | |
| LSTMAD2026.03 | 0.47 | — | |
| AnomalyTransformer2026.03 | 0.47 | — | |
| RobustPCA2026.03 | 0.37 | — | |
| LSTMAD2026.03 | 0.34 | — | |
| AnomalyTransformer2026.03 | 0.34 | — | |
| RobustPCA2026.03 | 0.33 | — | |
| AnomalyTransformer2026.03 | — | 0.04 | |
| AnomalyTransformer2026.03 | — | 0.02 | |
| ARTA2026.03 | — | 0.42 |