Image-level anomaly detection on MVTec LOCO AD (test)
90.1AUROCPatchCore
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PatchCoreComAD Integration=true2023.05 | 90.1 | 89.4 | 90.9 | 90.1 | 91.1 | 95 | 95.7 | 71.9 | 93.3 | 81.6 | 98.2 | 91.1 | 88.5 | 94.9 | — | — | — | |
| ASTComAD Integration=true2023.05 | 89.8 | 90.1 | 89.4 | 89.8 | 91 | 93.9 | 90.5 | 85 | 90.3 | 80.6 | 96.6 | 93.1 | 87.4 | 89.3 | — | — | — | |
| RD4ADComAD Integration=true2023.05 | 88.2 | 87.5 | 88.8 | 88.2 | 84.9 | 95.5 | 91.2 | 73.4 | 92.3 | 69.1 | 97.8 | 91.9 | 89.2 | 95.9 | — | — | — | |
| DRAEMComAD Integration=true2023.05 | 87.9 | 85.9 | 89.9 | 87.9 | 83.4 | 98.8 | 89 | 68 | 90.3 | 86.2 | 93.2 | 89.9 | 84.8 | 95.2 | — | — | — | |
| ASTComAD Integration=false2023.05 | 83.7 | 79.7 | 87.7 | 83.7 | 80 | 91.6 | 65.1 | 80.1 | 81.8 | 79.9 | 95.5 | 77.8 | 95.9 | 89.4 | — | — | — | |
| GCADComAD Integration=false2023.05 | 83.3 | 86 | 80.6 | 83.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreComAD Integration=false2023.05 | 81.6 | 75.5 | 87.7 | 81.6 | 80 | 92.3 | 73.8 | 55.7 | 75.6 | 75.2 | 97.8 | 81.9 | 88.6 | 94.9 | — | — | — | |
| ComADComAD Integration=true2023.05 | 81.2 | 87.7 | 74.6 | 81.2 | 94.7 | 90.9 | 89 | 79.7 | 84.4 | 70 | 80.5 | 93.8 | 65 | 63.8 | — | — | — | |
| DRAEMComAD Integration=false2023.05 | 79.8 | 72 | 87.6 | 79.8 | 75.1 | 97.8 | 55.7 | 56.2 | 75.2 | 85.4 | 90.8 | 81.5 | 85 | 95.5 | — | — | — | |
| RD4ADComAD Integration=false2023.05 | 77.9 | 70.7 | 85.1 | 77.9 | 66.7 | 93.6 | 63.6 | 54.1 | 75.3 | 60.3 | 95.2 | 84.8 | 89.2 | 95.9 | — | — | — | |
| DINOSaursetting=unsupervised2026.05 | 76 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.6 | 68.9 | 0 | |
| PatchCoresetting=unsupervised, experience replay=true2026.05 | 74.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.5 | 52.1 | 0.038 | |
| UCADsetting=unsupervised2026.05 | 62.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.7 | 38.9 | 0 | |
| IUFsetting=unsupervised2026.05 | 57.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.6 | 23.4 | 0.002 | |
| DNEsetting=unsupervised2026.05 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.8 | 0 | -0.022 | |
| EfficientADsetting=unsupervised, experience replay=true2026.05 | 48.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.4 | 5.3 | 0.025 |