Anomaly Detection and Localization on MVTec-LOCO
96.3I-AUCLogiCo
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LogiCological_anomaly_specific=true, backbone=DINOv3 ViT-B/162026.06 | 96.3 | 72.9 | — | — | |
| SALADlogical_anomaly_specific=true2026.06 | 93.2 | 63.3 | — | — | |
| CSADlogical_anomaly_specific=true2026.06 | 92.9 | 70.6 | — | — | |
| AnomalyMoElogical_anomaly_specific=true2026.06 | 88.2 | 63.6 | — | — | |
| Dinomalylogical_anomaly_specific=false2026.06 | 83.4 | 64.8 | — | — | |
| UniNetlogical_anomaly_specific=false2026.06 | 83 | 65.5 | — | — | |
| INP-Formerlogical_anomaly_specific=false2026.06 | 79.3 | 63 | — | — | |
| GLCFlogical_anomaly_specific=true2026.06 | 78.1 | 63.7 | — | — | |
| PatchCorelogical_anomaly_specific=false2026.06 | 75.6 | 34.4 | — | — | |
| AnomalyMoETraining Time (h)=18.0, Images/s=15.22026.06 | — | — | 58.36 | 68.78 | |
| DinomalyTraining Time (h)=0.7, Images/s=30.22026.06 | — | — | 45.83 | 83.74 | |
| LogiCoTraining Time (h)=1.0, Images/s=17.42026.06 | — | — | 63.63 | 82.16 | |
| LogSADTraining Time (h)=0.2, Images/s=0.32026.06 | — | — | 58.31 | 78.81 | |
| SALADTraining Time (h)=1.7, Images/s=37.62026.06 | — | — | 57.39 | 69.22 |