Multivariate Time Series Anomaly Detection on WADI
29.53F1 ScoreCARLA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CARLA2023.08 | 29.53 | 18.5 | 73.16 | 12.6 | — | |
| DCdetector2023.08 | 24.72 | 14.17 | 96.84 | 12.1 | — | |
| OmniAnomaly2023.08 | 22.84 | 13.15 | 86.75 | 12 | — | |
| THOC2023.08 | 15.77 | 10.17 | 35.07 | 10.3 | — | |
| TimesNet2023.08 | 14.4 | 13.34 | 15.65 | 8.4 | — | |
| MTAD-GAT2023.08 | 12.59 | 7.06 | 58.38 | 8.4 | — | |
| Random2023.08 | 12.37 | 6.62 | 92.87 | 6.7 | — | |
| TS2Vec2023.08 | 11.96 | 6.53 | 71.26 | 5.7 | — | |
| Anomaly Transformer2023.08 | 11.3 | 6.01 | 96.04 | 4 | — | |
| LSTM-VAE2023.08 | 11.26 | 5.96 | 100 | 3.9 | — | |
| TranAD2023.08 | 11.26 | 5.97 | 100 | 3.9 | — | |
| CCM-TADEvaluation Protocol=Protocol-12025.05 | 0.761 | — | — | — | — | |
| Sen.H.(Off)Evaluation Protocol=Protocol-32025.05 | 0.7 | — | — | — | — | |
| Sen.H.(On)Evaluation Protocol=Protocol-32025.05 | 0.678 | — | — | — | — | |
| NPSREvaluation Protocol=Protocol-22025.05 | 0.642 | — | — | — | — | |
| SimADEvaluation Protocol=Protocol-12025.05 | 0.64 | — | — | — | — | |
| SATEvaluation Protocol=Protocol-22025.05 | 0.635 | — | — | — | — | |
| CGSTA2026.02 | 0.5917 | 0.5587 | — | — | 0.8967 | |
| GDNEvaluation Protocol=Protocol-22025.05 | 0.57 | — | — | — | — | |
| xLSTMADEvaluation Protocol=Protocol-12025.05 | 0.568 | — | — | — | — | |
| MTGFLOW2026.02 | 0.5643 | 0.457 | — | — | 0.8598 | |
| GANF2026.02 | 0.5605 | 0.484 | — | — | 0.8826 | |
| PatchADEvaluation Protocol=Protocol-12025.05 | 0.528 | — | — | — | — | |
| FCSTGNN2026.02 | 0.4635 | 0.4401 | — | — | 0.7972 | |
| Anomaly-Transformer2026.02 | 0.4391 | 0.4147 | — | — | 0.8054 | |
| MTAD-GATEvaluation Protocol=Protocol-22025.05 | 0.437 | — | — | — | — | |
| TranADEvaluation Protocol=Protocol-22025.05 | 0.415 | — | — | — | — | |
| GCAD2026.02 | 0.4136 | 0.3552 | — | — | 0.8342 | |
| CAROTS+2025.05 | 0.391 | — | — | — | — | |
| MAD-GANEvaluation Protocol=Protocol-22025.05 | 0.37 | — | — | — | — | |
| SARAD2026.02 | 0.3653 | 0.2147 | — | — | 0.7103 | |
| COPODRank=5.562026.06 | 0.3598 | — | — | 0.2222 | 0.7878 | |
| UAEEvaluation Protocol=Protocol-22025.05 | 0.354 | — | — | — | — | |
| TimesNetEvaluation Protocol=Protocol-12025.05 | 0.322 | — | — | — | — | |
| IForestRank=5.562026.06 | 0.2963 | — | — | 0.1753 | 0.739 | |
| CATCH2026.02 | 0.2795 | 0.1659 | — | — | 0.5869 | |
| LSDRank=5.44, Latent Manifold=Euclidean Space (Rn)2026.06 | 0.2614 | — | — | 0.2063 | 0.5484 | |
| LSDRank=5.78, Latent Manifold=Hyperspherical Space (Sn)2026.06 | 0.2614 | — | — | 0.2064 | 0.5495 | |
| USADEvaluation Protocol=Protocol-22025.05 | 0.233 | — | — | — | — | |
| LSTM-VAEEvaluation Protocol=Protocol-22025.05 | 0.227 | — | — | — | — | |
| OmniAnom.Evaluation Protocol=Protocol-22025.05 | 0.223 | — | — | — | — | |
| CAROTS2025.05 | 0.143 | — | — | — | — | |
| TcnEDRank=7.892026.06 | 0.1414 | — | — | 0.1104 | 0.5314 | |
| PCARank=8.112026.06 | 0.1353 | — | — | 0.0521 | 0.4995 | |
| COUTARank=10.112026.06 | 0.133 | — | — | 0.069 | 0.4446 | |
| OCSVMRank=6.332026.06 | 0.1304 | — | — | 0.2769 | 0.5227 | |
| USADRank=9.562026.06 | 0.1296 | — | — | 0.0506 | 0.4899 | |
| D3REvaluation Protocol=Protocol-12025.05 | 0.129 | — | — | — | — | |
| AnomalyTrans.Rank=8.782026.06 | 0.1284 | — | — | 0.0485 | 0.4636 | |
| TranADRank=8.782026.06 | 0.1267 | — | — | 0.0514 | 0.4913 | |
| KNNRank=7.222026.06 | 0.1262 | — | — | 0.05 | 0.471 | |
| DeepIFRank=10.002026.06 | 0.126 | — | — | 0.05 | 0.4804 | |
| DAGMMEvaluation Protocol=Protocol-22025.05 | 0.121 | — | — | — | — | |
| LOFRank=11.782026.06 | 0.1193 | — | — | 0.0494 | 0.4666 | |
| TimesNetRank=13.892026.06 | 0.1172 | — | — | 0.0604 | 0.5047 | |
| DeepSVDDRank=11.222026.06 | 0.1107 | — | — | 0.044 | 0.399 | |
| Anom. Trans.Evaluation Protocol=Protocol-12025.05 | 0.108 | — | — | — | — | |
| MSCREDEvaluation Protocol=Protocol-22025.05 | 0.046 | — | — | — | — | |
| CAROTS2025.05 | — | — | — | 0.056 | — | |
| CAROTS+2025.05 | — | — | — | 0.26 | — | |
| CCM-TAD2025.05 | — | — | — | 0.72 | — | |
| Sen.H.(On)2025.05 | — | — | — | 0.612 | — | |
| TimesNet2025.05 | — | — | — | 0.25 | — | |
| xLSTMAD2025.05 | — | — | — | 0.55 | — |