Anomaly Classification on VisA 1.0 (test)
92.6AUROC (cls)APRIL-GAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| APRIL-GANSetting=4-shot2023.05 | 92.6 | 88.4 | 94.5 | |
| APRIL-GANSetting=4-shot2023.05 | 92.6 | 88.4 | 94.5 | |
| APRIL-GANSetting=2-shot2023.05 | 92.2 | 87.7 | 94.2 | |
| APRIL-GANSetting=2-shot2023.05 | 92.2 | 87.7 | 94.2 | |
| APRIL-GANSetting=1-shot2023.05 | 91.2 | 86.9 | 93.3 | |
| APRIL-GANSetting=1-shot2023.05 | 91.2 | 86.9 | 93.3 | |
| WinCLIPSetting=4-shot2023.05 | 87.3 | 84.2 | 88.8 | |
| WinCLIPSetting=4-shot2023.05 | 87.3 | 84.2 | 88.8 | |
| PatchCoreSetting=4-shot2023.05 | 85.3 | 84.3 | 87.5 | |
| PatchCoreSetting=4-shot2023.05 | 85.3 | 84.3 | 87.5 | |
| WinCLIPSetting=2-shot2023.05 | 84.6 | 83 | 85.8 | |
| WinCLIPSetting=2-shot2023.05 | 84.6 | 83 | 85.8 | |
| WinCLIPSetting=1-shot2023.05 | 83.8 | 83.1 | 85.1 | |
| WinCLIPSetting=1-shot2023.05 | 83.8 | 83.1 | 85.1 | |
| SPADESetting=4-shot2023.05 | 81.7 | 82.1 | 83.4 | |
| SPADESetting=4-shot2023.05 | 81.7 | 82.1 | 83.4 | |
| PatchCoreSetting=2-shot2023.05 | 81.6 | 82.5 | 84.8 | |
| PatchCoreSetting=2-shot2023.05 | 81.6 | 82.5 | 84.8 | |
| SPADESetting=2-shot2023.05 | 80.7 | 81.7 | 82.3 | |
| SPADESetting=2-shot2023.05 | 80.7 | 81.7 | 82.3 | |
| PatchCoreSetting=1-shot2023.05 | 79.9 | 81.7 | 82.8 | |
| PatchCoreSetting=1-shot2023.05 | 79.9 | 81.7 | 82.8 | |
| SPADESetting=1-shot2023.05 | 79.5 | 80.7 | 82 | |
| SPADESetting=1-shot2023.05 | 79.5 | 80.7 | 82 | |
| WinCLIPSetting=zero-shot2023.05 | 78.1 | 79 | 81.2 | |
| WinCLIPSetting=zero-shot2023.05 | 78.1 | 79 | 81.2 | |
| APRIL-GANSetting=zero-shot2023.05 | 78 | 78.7 | 81.4 | |
| APRIL-GANSetting=zero-shot2023.05 | 78 | 78.7 | 81.4 | |
| PaDiMSetting=4-shot2023.05 | 72.8 | 78 | 75.6 | |
| PaDiMSetting=4-shot2023.05 | 72.8 | 78 | 75.6 | |
| PaDiMSetting=2-shot2023.05 | 67.4 | 75.7 | 71.6 | |
| PaDiMSetting=2-shot2023.05 | 67.4 | 75.7 | 71.6 | |
| PaDiMSetting=1-shot2023.05 | 62.8 | 75.3 | 68.3 | |
| PaDiMSetting=1-shot2023.05 | 62.8 | 75.3 | 68.3 |