Anomaly Localization on MVTec LOCO AD (test)
92.5Mean ScoreEfficientAD
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EfficientAD2024.08 | 92.5 | — | — | — | — | — | — | — | |
| CSADAnomaly Type=structural2024.08 | 89.4 | 89.9 | 87.1 | 77.2 | 94.1 | 98.8 | — | 89.4 | |
| CSADAnomaly Type=Overall sPRO2024.08 | 89.3 | 84 | 84.6 | 88.1 | 94.5 | 95.3 | — | — | |
| GCAD2024.08 | 89.1 | — | — | — | — | — | — | — | |
| CSADAnomaly Type=logical2024.08 | 89.1 | 78.1 | 82.1 | 99 | 94.8 | 91.7 | 89.1 | — | |
| LGSTAnomaly Type=structural2024.08 | 88.8 | 89.6 | 88.3 | 77.1 | 93.9 | 95.3 | — | 88.8 | |
| LGSTAnomaly Type=Overall sPRO2024.08 | 88.3 | 83.2 | 81.1 | 87.8 | 94.4 | 95.2 | — | — | |
| LGSTAnomaly Type=logical2024.08 | 87.8 | 76.7 | 73.9 | 98.5 | 94.9 | 95.2 | 87.8 | — | |
| DSKD2023.07 | 0.73 | 0.568 | 0.627 | 0.825 | 0.767 | 0.865 | — | — | |
| GCAD2023.07 | 0.701 | 0.502 | 0.558 | 0.739 | 0.798 | 0.91 | — | — | |
| US2023.07 | 0.626 | 0.496 | 0.602 | 0.523 | 0.698 | 0.811 | — | — | |
| PatchCore-252023.07 | 0.623 | 0.51 | 0.577 | 0.504 | 0.731 | 0.794 | — | — | |
| RD2023.07 | 0.607 | 0.326 | 0.568 | 0.597 | 0.702 | 0.84 | — | — | |
| SPADE2023.07 | 0.451 | 0.372 | 0.331 | 0.234 | 0.516 | 0.804 | — | — | |
| VAE2023.07 | 0.382 | 0.165 | 0.302 | 0.311 | 0.496 | 0.636 | — | — | |
| AE2023.07 | 0.378 | 0.189 | 0.289 | 0.327 | 0.479 | 0.605 | — | — | |
| MNAD2023.07 | 0.339 | 0.08 | 0.344 | 0.357 | 0.442 | 0.472 | — | — | |
| f-AnoGAN2023.07 | 0.334 | 0.223 | 0.348 | 0.336 | 0.195 | 0.569 | — | — | |
| VM2023.07 | 0.225 | 0.168 | 0.253 | 0.254 | 0.125 | 0.325 | — | — |