Pixel-level Anomaly Detection on MVTec AD (test)
97.7AUROCET-STPM
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ET-STPMteacher network backbone=ResNet-182025.12 | 97.7 | 99.7 | 99.3 | 99.5 | 98.8 | 98 | 98.1 | 94.9 | 98.8 | 99 | 98.5 | 98 | 98.5 | 98 | 86.9 | 99.7 | |
| VTFusionk-shot=82026.01 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VTFusionk-shot=42026.01 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STPM2025.12 | 97 | 98.8 | 99 | 99.3 | 97.4 | 97.2 | 98.8 | 95.5 | 98.3 | 98.5 | 97.6 | 97.8 | 98.3 | 98.9 | 82.5 | 98.5 | |
| RegADk-shot=82026.01 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADE2025.12 | 96.5 | 97.5 | 93.7 | 97.6 | 87.4 | 88.5 | 98.4 | 97.2 | 99 | 99.1 | 98.1 | 96.5 | 98.9 | 97.9 | 98.4 | 96.5 | |
| VTFusionk-shot=22026.01 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIP+k-shot=42026.01 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIP+k-shot=22026.01 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADk-shot=42026.01 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCorek-shot=82026.01 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCorek-shot=42026.01 | 95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCorek-shot=22026.01 | 94.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADk-shot=22026.01 | 94.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNN Dict2025.12 | 78 | 72 | 59 | 87 | 93 | 91 | 78 | 79 | 84 | 72 | 82 | 68 | 87 | 90 | 66 | 76 | |
| AnoGAN2025.12 | 74 | 54 | 58 | 64 | 50 | 62 | 86 | 78 | 84 | 87 | 76 | 87 | 80 | 93 | 86 | 78 | |
| RD4ADk-shot=82026.01 | 73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADk-shot=42026.01 | 72.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADk-shot=22026.01 | 71.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |