Anomaly Detection on SMD (test)
99.87PrecisionMAD-GAN
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MAD-GAN2026.04 | 99.87 | 91.44 | 84.32 | — | — | — | — | — | 99.28 | — | — | — | |
| TranAD2026.04 | 94.75 | 94.7 | 94.65 | — | — | — | — | — | 99.54 | — | — | — | |
| CGT2026.04 | 91.26 | 95.32 | 99.75 | — | — | — | — | — | 99.38 | — | — | — | |
| CAE-M2026.04 | 90.73 | 93.59 | 96.64 | — | — | — | — | — | 97.78 | — | — | — | |
| USAD2026.04 | 90.51 | 94.88 | 99.69 | — | — | — | — | — | 99.29 | — | — | — | |
| Anomaly2024.11 | 88.91 | 85.49 | 82.23 | — | — | — | — | — | — | — | — | — | |
| GPT4TS2024.11 | 88.89 | 86.89 | 84.98 | — | — | — | — | — | — | — | — | — | |
| OmniAnomaly2026.04 | 88.74 | 93.94 | 99.79 | — | — | — | — | — | 99.41 | — | — | — | |
| Non-stationary Transformer (Station)2024.11 | 88.33 | 84.62 | 81.21 | — | — | — | — | — | — | — | — | — | |
| Autoformer2024.11 | 88.06 | 85.11 | 82.35 | — | — | — | — | — | — | — | — | — | |
| FEDformer2024.11 | 87.95 | 85.08 | 82.39 | — | — | — | — | — | — | — | — | — | |
| TimesNet2024.11 | 87.91 | 84.61 | 81.54 | — | — | — | — | — | — | — | — | — | |
| ETSformer2024.11 | 87.44 | 83.13 | 79.23 | — | — | — | — | — | — | — | — | — | |
| Peri-midFormer2024.11 | 87.3 | 85.95 | 84.65 | — | — | — | — | — | — | — | — | — | |
| PatchTST2024.11 | 87.26 | 84.62 | 82.14 | — | — | — | — | — | — | — | — | — | |
| LightTS2024.11 | 87.1 | 82.53 | 78.42 | — | — | — | — | — | — | — | — | — | |
| Informer2024.11 | 86.6 | 81.65 | 77.23 | — | — | — | — | — | — | — | — | — | |
| Pyraformer2024.11 | 85.61 | 83.04 | 80.61 | — | — | — | — | — | — | — | — | — | |
| OmniAnomaly2026.06 | 83.8 | 87.9 | 92.3 | — | — | — | — | — | — | — | — | — | |
| DLinear2024.11 | 83.62 | 77.1 | 71.52 | — | — | — | — | — | — | — | — | — | |
| Transformer2024.11 | 83.58 | 79.56 | 76.13 | — | — | — | — | — | — | — | — | — | |
| LogTrans2024.11 | 83.46 | 76.21 | 70.13 | — | — | — | — | — | — | — | — | — | |
| Reformer2024.11 | 82.58 | 75.32 | 69.24 | — | — | — | — | — | — | — | — | — | |
| MTAD-GAT2026.04 | 82.01 | 86.75 | 92.07 | — | — | — | — | — | 99.18 | — | — | — | |
| Single-entity HTM2026.06 | 78.9 | 81.5 | 84.2 | — | — | — | — | — | — | — | — | — | |
| MSCRED2026.04 | 72.68 | 84.07 | 99.68 | — | — | — | — | — | 99.17 | — | — | — | |
| GDN2026.04 | 71.62 | 83.35 | 99.67 | — | — | — | — | — | 99.19 | — | — | — | |
| AE2026.02 | — | — | — | — | — | — | — | — | — | 69.22 | 98.48 | 81.3 | |
| Anomaly Transformer2026.02 | — | — | — | — | — | — | — | — | — | 54.08 | 97.07 | 66.42 | |
| AT2026.02 | — | — | — | — | — | — | 10.69 | 2.97 | 5.06 | — | — | — | |
| BeatGAN2026.02 | — | — | — | — | — | — | — | — | — | 74.11 | 81.64 | 77.69 | |
| BRMDetector=GMM2026.02 | — | — | — | 21.01 | 25.05 | 14.08 | — | — | — | — | — | — | |
| BRMDetector=ECOD2026.02 | — | — | — | 3.5 | 8.5 | 1.04 | — | — | — | — | — | — | |
| BRMDetector=DeepSVDD2026.02 | — | — | — | 9.1 | 7.4 | 8.2 | — | — | — | — | — | — | |
| CAE-Ensemble2026.02 | — | — | — | — | — | — | — | — | — | 73.05 | 83.61 | 77.97 | |
| Chronos-Bolt2026.02 | — | — | — | — | — | — | — | — | — | 52.69 | 97.21 | 68.34 | |
| D3R2026.02 | — | — | — | — | — | — | — | — | — | 64.87 | 97.93 | 78.02 | |
| DADA2026.02 | — | — | — | — | — | — | — | — | — | 76.5 | 94.53 | 84.57 | |
| DAGMM2026.02 | — | — | — | — | — | — | 51 | 18.34 | 35.63 | — | — | — | |
| DAGMM2026.02 | — | — | — | — | — | — | — | — | — | 63.57 | 70.83 | 67 | |
| DCdetector2026.02 | — | — | — | — | — | — | — | — | — | 50.93 | 95.57 | 66.45 | |
| DeepAnTDetector=GMM2026.02 | — | — | — | 11.31 | 9.79 | 5.54 | — | — | — | — | — | — | |
| DeepAnTDetector=ECOD2026.02 | — | — | — | 4.24 | 6.37 | 1.24 | — | — | — | — | — | — | |
| DeepAnTDetector=DeepSVDD2026.02 | — | — | — | 9.28 | 7.54 | 7.46 | — | — | — | — | — | — | |
| DLinearDetector=GMM2026.02 | — | — | — | 9.17 | 10.62 | 4.94 | — | — | — | — | — | — | |
| DLinearDetector=ECOD2026.02 | — | — | — | 3.58 | 6.6 | 1.03 | — | — | — | — | — | — | |
| DLinearDetector=DeepSVDD2026.02 | — | — | — | 9.17 | 7.85 | 7.78 | — | — | — | — | — | — | |
| FATE2026.02 | — | — | — | — | — | — | 33.86 | 14.29 | 28.02 | — | — | — | |
| FFMDetector=GMM2026.02 | — | — | — | 19.01 | 20.05 | 12.02 | — | — | — | — | — | — | |
| FFMDetector=ECOD2026.02 | — | — | — | 5.91 | 11.01 | 1.5 | — | — | — | — | — | — | |
| FFMDetector=DeepSVDD2026.02 | — | — | — | 9.5 | 8.2 | 7.5 | — | — | — | — | — | — | |
| GPT4TS2026.02 | — | — | — | — | — | — | — | — | — | 73.33 | 95.97 | 83.13 | |
| GTADetector=GMM2026.02 | — | — | — | 10.47 | 8.45 | 7.68 | — | — | — | — | — | — | |
| GTADetector=ECOD2026.02 | — | — | — | 0.06 | 0.11 | 0.01 | — | — | — | — | — | — | |
| GTADetector=DeepSVDD2026.02 | — | — | — | 9.01 | 7.57 | 7.49 | — | — | — | — | — | — | |
| HBOS2026.02 | — | — | — | — | — | — | — | — | — | 60.34 | 64.11 | 62.17 | |
| IForest2026.02 | — | — | — | — | — | — | — | — | — | 71.94 | 94.27 | 81.61 | |
| LODA2026.02 | — | — | — | — | — | — | — | — | — | 66.09 | 84.37 | 74.12 | |
| LOF2026.02 | — | — | — | — | — | — | — | — | — | 57.69 | 99.1 | 72.92 | |
| LSTM2026.02 | — | — | — | — | — | — | — | — | — | 60.12 | 84.77 | 70.35 | |
| LSTM-AE2026.02 | — | — | — | — | — | — | 50.87 | 18.19 | 35.35 | — | — | — | |
| LSTM-PDetector=GMM2026.02 | — | — | — | 12.4 | 10.77 | 10.5 | — | — | — | — | — | — | |
| LSTM-PDetector=ECOD2026.02 | — | — | — | 14.68 | 21.25 | 6.36 | — | — | — | — | — | — | |
| LSTM-PDetector=DeepSVDD2026.02 | — | — | — | 9.2 | 7.63 | 7.57 | — | — | — | — | — | — | |
| LSTM-VAE2026.02 | — | — | — | — | — | — | 50.61 | 18.15 | 35.26 | — | — | — | |
| MEMTO2026.02 | — | — | — | — | — | — | — | — | — | 49.69 | 98.05 | 65.96 | |
| ModernTCN2026.02 | — | — | — | — | — | — | — | — | — | 74.07 | 94.79 | 83.16 | |
| OCSVM2026.02 | — | — | — | — | — | — | — | — | — | 66.98 | 82.03 | 73.75 | |
| Omni2026.02 | — | — | — | — | — | — | — | — | — | 79.09 | 75.77 | 77.4 | |
| OmniAnomaly2026.02 | — | — | — | — | — | — | 50.9 | 18.31 | 35.58 | — | — | — | |
| PatchTSTDetector=GMM2026.02 | — | — | — | 11.9 | 14.89 | 6.99 | — | — | — | — | — | — | |
| PatchTSTDetector=ECOD2026.02 | — | — | — | 4.1 | 7.57 | 1.21 | — | — | — | — | — | — | |
| PatchTSTDetector=DeepSVDD2026.02 | — | — | — | 9.1 | 7.73 | 7.67 | — | — | — | — | — | — | |
| PCA2026.02 | — | — | — | — | — | — | — | — | — | 64.92 | 86.06 | 74.01 | |
| SEMPO2026.02 | — | — | — | — | — | — | — | — | — | 61.16 | 88.53 | 72.35 | |
| SensitiveHUE2026.02 | — | — | — | — | — | — | — | — | — | 60.34 | 90.13 | 72.29 | |
| TCN-S2S-PDetector=GMM2026.02 | — | — | — | 8.32 | 8.11 | 8.09 | — | — | — | — | — | — | |
| TCN-S2S-PDetector=ECOD2026.02 | — | — | — | 2.03 | 6.12 | 0.33 | — | — | — | — | — | — | |
| TCN-S2S-PDetector=DeepSVDD2026.02 | — | — | — | 9.24 | 7.66 | 7.56 | — | — | — | — | — | — | |
| TimeMoE2026.02 | — | — | — | — | — | — | — | — | — | 60.85 | 88.84 | 72.23 | |
| TimeRadar2026.02 | — | — | — | — | — | — | — | — | — | 76.6 | 94.79 | 84.8 | |
| TimesFM2026.02 | — | — | — | — | — | — | — | — | — | 61.44 | 88.47 | 72.52 | |
| USAD2026.02 | — | — | — | — | — | — | 50.48 | 18.22 | 35.37 | — | — | — | |
| VT-PAT2026.02 | — | — | — | — | — | — | 48.15 | 17.47 | 34.21 | — | — | — | |
| VT-SAT2026.02 | — | — | — | — | — | — | 48.84 | 17.93 | 35.12 | — | — | — |