Anomaly Segmentation on VisA 1.0 (test)
97.2AUROC-segmWinCLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| WinCLIPSetting=4-shot2023.05 | 97.2 | 47 | — | 87.6 | |
| WinCLIPSetting=4-shot2023.05 | 97.2 | 47 | — | 87.6 | |
| WinCLIPSetting=2-shot2023.05 | 96.8 | 43.5 | — | 86.2 | |
| PatchCoreSetting=4-shot2023.05 | 96.8 | 43.9 | — | 84.9 | |
| WinCLIPSetting=2-shot2023.05 | 96.8 | 43.5 | — | 86.2 | |
| PatchCoreSetting=4-shot2023.05 | 96.8 | 43.9 | — | 84.9 | |
| SPADESetting=4-shot2023.05 | 96.6 | 43.6 | — | 87.3 | |
| SPADESetting=4-shot2023.05 | 96.6 | 43.6 | — | 87.3 | |
| WinCLIPSetting=1-shot2023.05 | 96.4 | 41.3 | — | 85.1 | |
| WinCLIPSetting=1-shot2023.05 | 96.4 | 41.3 | — | 85.1 | |
| SPADESetting=2-shot2023.05 | 96.2 | 40.5 | — | 85.7 | |
| APRIL-GANSetting=2-shot2023.05 | 96.2 | 39.3 | 31.6 | 90.1 | |
| APRIL-GANSetting=4-shot2023.05 | 96.2 | 40 | 32.2 | 90.2 | |
| SPADESetting=2-shot2023.05 | 96.2 | 40.5 | — | 85.7 | |
| APRIL-GANSetting=2-shot2023.05 | 96.2 | 39.3 | 31.6 | 90.1 | |
| APRIL-GANSetting=4-shot2023.05 | 96.2 | 40 | 32.2 | 90.2 | |
| PatchCoreSetting=2-shot2023.05 | 96.1 | 41 | — | 82.6 | |
| PatchCoreSetting=2-shot2023.05 | 96.1 | 41 | — | 82.6 | |
| APRIL-GANSetting=1-shot2023.05 | 96 | 38.5 | 30.9 | 90 | |
| APRIL-GANSetting=1-shot2023.05 | 96 | 38.5 | 30.9 | 90 | |
| SPADESetting=1-shot2023.05 | 95.6 | 35.5 | — | 84.1 | |
| SPADESetting=1-shot2023.05 | 95.6 | 35.5 | — | 84.1 | |
| PatchCoreSetting=1-shot2023.05 | 95.4 | 38 | — | 80.5 | |
| PatchCoreSetting=1-shot2023.05 | 95.4 | 38 | — | 80.5 | |
| APRIL-GANSetting=zero-shot2023.05 | 94.2 | 32.3 | 25.7 | 86.8 | |
| APRIL-GANSetting=zero-shot2023.05 | 94.2 | 32.3 | 25.7 | 86.8 | |
| PaDiMSetting=4-shot2023.05 | 93.2 | 24.6 | — | 72.6 | |
| PaDiMSetting=4-shot2023.05 | 93.2 | 24.6 | — | 72.6 | |
| PaDiMSetting=2-shot2023.05 | 92 | 21.1 | — | 70.1 | |
| PaDiMSetting=2-shot2023.05 | 92 | 21.1 | — | 70.1 | |
| PaDiMSetting=1-shot2023.05 | 89.9 | 17.4 | — | 64.3 | |
| PaDiMSetting=1-shot2023.05 | 89.9 | 17.4 | — | 64.3 | |
| WinCLIPSetting=zero-shot2023.05 | 79.6 | 14.8 | — | 56.8 | |
| WinCLIPSetting=zero-shot2023.05 | 79.6 | 14.8 | — | 56.8 |