Anomaly Detection on MSL (Precision, Recall, F1)
96.24PrecisionPi-Transformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Pi-TransformerProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 96.24 | 95.69 | 95.96 | |
| DCDetectorProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 93.69 | 99.69 | 96.6 | |
| Deep-SVDDProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 91.92 | 76.63 | 83.58 | |
| AnomalyTransProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 91.92 | 96.03 | 93.93 | |
| UniTSPublication Year=20242025.08 | 91.32 | 73.04 | 81.16 | |
| CrossformerPublication Year=20232025.08 | 90.32 | 72.74 | 80.59 | |
| HGTS-Former2025.08 | 89.81 | 76.96 | 82.89 | |
| BeatGANProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 89.75 | 85.42 | 87.53 | |
| DLinearPublication Year=20232025.08 | 89.68 | 75.31 | 81.87 | |
| DAGMMProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 89.6 | 63.93 | 74.62 | |
| SymTimePublication Year=20252025.08 | 89.46 | 75.31 | 81.77 | |
| OmniAnomalyProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 89.02 | 86.37 | 87.67 | |
| Timer-XLPublication Year=20252025.08 | 88.98 | 72 | 79.6 | |
| TimesNetPublication Year=20232025.08 | 88.83 | 74.68 | 81.14 | |
| Peri-midFormerPublication Year=2024b2025.08 | 88.66 | 74.02 | 80.68 | |
| THOCProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 88.45 | 90.97 | 89.69 | |
| PatchTSTPublication Year=20232025.08 | 88.34 | 70.96 | 78.7 | |
| FusAD2025.12 | 87.5 | 90.1 | 82.2 | |
| TS-CP2Protocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 86.45 | 68.48 | 76.42 | |
| iTransformerPublication Year=20242025.08 | 86.15 | 62.54 | 72.47 | |
| VI 2D SSM2026.03 | 85.66 | 84.31 | 84.97 | |
| Reformer2026.03 | 85.51 | 83.31 | 84.4 | |
| LSTM-VAEProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 85.49 | 79.94 | 82.62 | |
| LSTMProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 85.45 | 82.5 | 83.95 | |
| ETSformer2026.03 | 85.13 | 84.93 | 85.03 | |
| CrossFormer2026.03 | 84.68 | 83.71 | 84.19 | |
| Crossformer2025.12 | 84.6 | 83.7 | 84.1 | |
| DLinear2026.03 | 84.34 | 85.42 | 84.88 | |
| DLinear2025.12 | 84.3 | 84.5 | 84.8 | |
| PatchTST2026.03 | 84.07 | 86.23 | 85.14 | |
| Chimera2026.03 | 84.01 | 86.83 | 85.39 | |
| PatchTST2025.12 | 84 | 86.2 | 85.1 | |
| TiDEPublication Year=2023a2025.08 | 84 | 60 | 70.18 | |
| ModernTCN2026.03 | 83.94 | 85.93 | 84.92 | |
| TimesNetconfig=R2026.03 | 83.92 | 86.42 | 85.15 | |
| TimesNet2025.12 | 83.9 | 86.3 | 85.1 | |
| ModernTCN2025.12 | 83.9 | 85.9 | 84.9 | |
| TVNet2025.12 | 83.9 | 86.4 | 85.1 | |
| Pyraformer2026.03 | 83.81 | 85.93 | 84.86 | |
| Pyraformer2025.12 | 83.8 | 85.9 | 84.8 | |
| TSINR2025.12 | 83.5 | 85.4 | 84.4 | |
| TimesNetconfig=I2026.03 | 82.97 | 85.42 | 84.18 | |
| LightTS2026.03 | 82.4 | 75.78 | 78.95 | |
| GPT4TSPublication Year=20232025.08 | 82.09 | 81.97 | 82.03 | |
| GPT4TS2025.12 | 82 | 82.9 | 82.4 | |
| Informer2026.03 | 81.77 | 86.48 | 84.06 | |
| Informer2025.12 | 81.7 | 86.4 | 84 | |
| MMPCACDProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 81.42 | 61.31 | 69.95 | |
| InterFusionProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 81.28 | 92.7 | 86.62 | |
| BOCPDProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 80.32 | 87.2 | 83.62 | |
| Anomaly*Publication Year=20222025.08 | 79.61 | 87.37 | 83.31 | |
| Anomaly*2026.03 | 79.61 | 87.37 | 83.31 | |
| AnomalyTrans2025.12 | 79.6 | 87.3 | 83.3 | |
| LSTM2026.03 | 78.04 | 86.22 | 81.93 | |
| LSSL2026.03 | 77.55 | 88.18 | 82.53 | |
| Autoformer2026.03 | 77.27 | 80.92 | 79.05 | |
| Autoformer2025.12 | 77.2 | 80.9 | 79 | |
| FEDformer2026.03 | 77.14 | 80.07 | 78.57 | |
| FEDformer2025.12 | 77.1 | 80 | 78.5 | |
| TCN2026.03 | 75.11 | 82.44 | 78.6 | |
| VARProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 74.68 | 81.42 | 77.9 | |
| CL-MPPCAProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 73.71 | 88.54 | 80.44 | |
| LogTrans2026.03 | 73.05 | 87.37 | 79.57 | |
| Transformer2026.03 | 71.57 | 87.37 | 78.68 | |
| ITADProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 69.44 | 84.09 | 76.07 | |
| Stationary2026.03 | 68.55 | 89.14 | 77.5 | |
| Stationary2025.12 | 68.5 | 89.1 | 77.5 | |
| D3R2026.02 | 65 | 63 | 64 | |
| IsolationForest2026.02 | 62 | 8 | 14 | |
| OCSVMProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 59.78 | 86.87 | 70.82 | |
| U-TimeProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 57.2 | 71.66 | 63.62 | |
| ALoRa-Det2026.02 | 57 | 98 | 72 | |
| SARAD2026.02 | 56 | 83 | 67 | |
| PCA2026.02 | 55 | 32 | 41 | |
| IForestProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 53.94 | 86.54 | 66.45 | |
| OC-SVM2026.02 | 53 | 29 | 38 | |
| MEMTO2026.02 | 53 | 95 | 67 | |
| LOF2026.02 | 52 | 30 | 38 | |
| DAEMON2026.02 | 52 | 93 | 65 | |
| NPSR2026.02 | 52 | 98 | 68 | |
| InterFusion2026.02 | 51 | 92 | 64 | |
| A.T.2026.02 | 51 | 96 | 67 | |
| DCdetector2026.02 | 51 | 90 | 65 | |
| KNN2026.02 | 50 | 25 | 33 | |
| OmniAnomaly2026.02 | 50 | 93 | 64 | |
| LOFProtocol=Segment-detection, Evaluation=Averaged over five seeds2025.09 | 47.72 | 85.25 | 61.18 | |
| FATE2026.02 | 41.13 | 56.5 | 47.61 | |
| VT-SAT2026.02 | 15.88 | 13.78 | 14.76 | |
| LSTM-AE2026.02 | 14.83 | 11.52 | 12.97 | |
| VT-PAT2026.02 | 14.76 | 12.79 | 13.7 | |
| OmniAnomaly2026.02 | 14.62 | 12.85 | 13.68 | |
| LSTM-VAE2026.02 | 14.61 | 11.86 | 13.09 | |
| USAD2026.02 | 14.49 | 12.61 | 13.48 | |
| DAGMM2026.02 | 14.26 | 12.76 | 13.47 | |
| AT2026.02 | 9.12 | 1.36 | 2.37 |