Anomaly Detection on MVTec AD (test) (Per-Class AUROC)
99.7Average AUROCFastFlow
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FastFlow2023.06 | 99.7 | 99.4 | 100 | 99.9 | 100 | 99.2 | — | — | — | — | — | — | — | — | — | — | |
| Reduced Student2023.06 | 99.5 | 100 | 99.7 | 99.7 | 98.7 | 99.6 | — | — | — | — | — | — | — | — | — | — | |
| Patchcore2023.03 | 99.1 | 98.7 | 98.2 | 100 | 98.7 | 99.2 | 100 | 99.5 | 98.1 | 100 | 100 | 96.6 | 98.1 | 100 | 100 | 99.4 | |
| CFA2023.06 | 99.1 | 97.3 | 99.2 | 100 | 99.4 | 99.7 | — | — | — | — | — | — | — | — | — | — | |
| PatchCore2023.06 | 99 | 98.7 | 98.2 | 100 | 98.7 | 99.2 | — | — | — | — | — | — | — | — | — | — | |
| RD4AD2023.03 | 98.5 | 98.9 | 100 | 100 | 99.3 | 99.2 | 100 | 95 | 96.3 | 99.9 | 100 | 96.6 | 97 | 99.5 | 96.7 | 98.5 | |
| C-FLOW*2023.03 | 98.3 | 99.8 | 96.7 | 100 | 98.1 | 99.1 | 100 | 97.6 | 97.7 | 100 | 99.3 | 96.8 | 91.9 | 99.7 | 95.2 | 98.5 | |
| DADFbackbone=Wide-ResNet502023.03 | 98.3 | 98.1 | 100 | 100 | 100 | 97.8 | 100 | 99.2 | 95 | 96 | 99.7 | 97.2 | 95.8 | 97.2 | 100 | 98.5 | |
| CutPaste2023.06 | 98.1 | 100 | 96.2 | 95.4 | 100 | 99.1 | — | — | — | — | — | — | — | — | — | — | |
| Draem2023.03 | 98 | 97 | 99.9 | 100 | 99.6 | 99.1 | 99.2 | 91.8 | 98.5 | 100 | 98.7 | 98.9 | 93.9 | 100 | 93.1 | 100 | |
| STPM2023.06 | 96.7 | 95.4 | 98.2 | 98.9 | 94.9 | 96.1 | — | — | — | — | — | — | — | — | — | — | |
| Cutpaste2023.03 | 96.1 | 93.9 | 100 | 100 | 94.6 | 99.1 | 98.2 | 81.2 | 98.2 | 98.3 | 99.9 | 94.9 | 88.7 | 99.4 | 96.1 | 99.9 | |
| Padim2023.03 | 95.5 | 99.8 | 96.7 | 100 | 98.1 | 99.2 | 99.9 | 92.7 | 91.3 | 92 | 98.7 | 93.3 | 85.8 | 96.1 | 97.4 | 90.3 | |
| RIAD2023.03 | 91.7 | 84.2 | 99.6 | 100 | 98.7 | 93 | 99.9 | 81.9 | 88.4 | 83.3 | 88.5 | 83.8 | 84.5 | 100 | 90.9 | 98.1 | |
| MKD2023.03 | 87.7 | 79.3 | 78.1 | 95.1 | 91.6 | 94.3 | 99.4 | 89.2 | 80.5 | 98.4 | 82.7 | 82.7 | 83.3 | 92.2 | 85.6 | 93.2 |