Anomaly Segmentation on MVTec AD 1.0 (test)
96.2AUROCWinCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| WinCLIPSetting=4-shot2023.05 | 96.2 | 59.5 | — | 89 | |
| WinCLIPSetting=2-shot2023.05 | 96 | 58.4 | — | 88.4 | |
| APRIL-GANSetting=4-shot2023.05 | 95.9 | 56.9 | 54.5 | 91.8 | |
| APRIL-GANSetting=2-shot2023.05 | 95.5 | 55.9 | 53.4 | 91.3 | |
| WinCLIPSetting=1-shot2023.05 | 95.2 | 55.9 | — | 87.1 | |
| APRIL-GANSetting=1-shot2023.05 | 95.1 | 54.2 | 51.8 | 90.6 | |
| PatchCoreSetting=4-shot2023.05 | 94.3 | 55 | — | 84.3 | |
| PatchCoreSetting=1-shot2023.05 | 93.3 | 53 | — | 82.3 | |
| SPADESetting=4-shot2023.05 | 92.7 | 46.2 | — | 87 | |
| PaDiMSetting=4-shot2023.05 | 92.6 | 46.1 | — | 81.3 | |
| SPADESetting=1-shot2023.05 | 92 | 44.5 | — | 85.7 | |
| PatchCoreSetting=2-shot2023.05 | 92 | 50.4 | — | 79.7 | |
| PaDiMSetting=1-shot2023.05 | 91.3 | 43.7 | — | 78.2 | |
| SPADESetting=2-shot2023.05 | 91.2 | 42.4 | — | 83.9 | |
| PaDiMSetting=2-shot2023.05 | 89.3 | 40.2 | — | 73.3 | |
| APRIL-GANSetting=zero-shot2023.05 | 87.6 | 43.3 | 40.8 | 44 | |
| WinCLIPSetting=zero-shot2023.05 | 85.1 | 31.7 | — | 64.6 |