Anomaly Localization on SMD+
51.7PrecisionTranAD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TranADAnomaly Score Calculation=Native 2D Outputs2026.05 | 51.7 | 60.89 | 55.53 | |
| POSTAnomaly Score Calculation=Spatial discrepancy (Eq. 22)2026.05 | 50.97 | 73.22 | 60.1 | |
| TopoGDNAnomaly Score Calculation=Native 2D Outputs2026.05 | 50.12 | 64.69 | 56.09 | |
| LSTMAnomaly Score Calculation=Native 2D Outputs2026.05 | 47.03 | 57.28 | 51.65 | |
| VARAnomaly Score Calculation=Native 2D Outputs2026.05 | 32.63 | 52.88 | 40.36 | |
| ImDiffusionAnomaly Score Calculation=Broadcasting 1D scores2026.05 | 31.82 | 53.79 | 41.5 | |
| ATAnomaly Score Calculation=Broadcasting 1D scores2026.05 | 28.62 | 67.04 | 40.12 | |
| MMPCACDAnomaly Score Calculation=Native 2D Outputs2026.05 | 21.81 | 35.78 | 27.1 |