Anomaly Classification on MVTec AD 1.0 (test)
95.2AUROCWinCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| WinCLIPSetting=4-shot2023.05 | 95.2 | 94.7 | 97.3 | |
| WinCLIPSetting=2-shot2023.05 | 94.4 | 94.4 | 97 | |
| WinCLIPSetting=1-shot2023.05 | 93.1 | 93.7 | 96.5 | |
| APRIL-GANSetting=4-shot2023.05 | 92.8 | 92.8 | 96.3 | |
| APRIL-GANSetting=2-shot2023.05 | 92.4 | 92.6 | 96 | |
| APRIL-GANSetting=1-shot2023.05 | 92 | 92.4 | 95.8 | |
| WinCLIPSetting=zero-shot2023.05 | 91.8 | 92.9 | 96.5 | |
| PatchCoreSetting=4-shot2023.05 | 88.8 | 92.6 | 94.5 | |
| PatchCoreSetting=1-shot2023.05 | 86.3 | 92 | 93.8 | |
| APRIL-GANSetting=zero-shot2023.05 | 86.1 | 90.4 | 93.5 | |
| SPADESetting=4-shot2023.05 | 84.8 | 91.5 | 92.5 | |
| PatchCoreSetting=2-shot2023.05 | 83.4 | 90.5 | 92.2 | |
| SPADESetting=1-shot2023.05 | 82.9 | 91.1 | 91.7 | |
| SPADESetting=2-shot2023.05 | 81 | 90.3 | 90.6 | |
| PaDiMSetting=4-shot2023.05 | 80.4 | 90.2 | 90.5 | |
| PaDiMSetting=1-shot2023.05 | 78.9 | 89.2 | 89.3 | |
| PaDiMSetting=2-shot2023.05 | 76.6 | 88.2 | 88.1 |