Anomaly Detection on DTD-Synthetic 1 (test)
99.4Instance AUCReMP-AD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ReMP-ADShots=22026.05 | 99.4 | 99.7 | 98.8 | 97 | 80.7 | 77.3 | 93.1 | |
| ReMP-ADShots=42026.05 | 99.4 | 99.7 | 98.9 | 97.1 | 81.2 | 77.7 | 93.5 | |
| ReMP-ADShots=12026.05 | 99.3 | 99.7 | 98.7 | 96.6 | 79.2 | 76.3 | 92.5 | |
| APRIL-GANShots=42026.05 | 98.6 | 99.5 | 97.8 | 96.8 | 77.3 | 74.5 | 92.5 | |
| APRIL-GANShots=12026.05 | 98.4 | 99.4 | 97.6 | 96.5 | 76.5 | 73.9 | 92 | |
| APRIL-GANShots=22026.05 | 98.4 | 99.4 | 97.8 | 96.7 | 76.9 | 74.2 | 92.2 | |
| WinCLIP+Shots=42026.05 | 98.3 | 99.2 | 97.1 | 97 | 50 | 52.7 | 90.7 | |
| WinCLIP+Shots=22026.05 | 98.2 | 99.2 | 97.2 | 96.8 | 49.3 | 52.3 | 90.4 | |
| AdaptCLIPShots=22026.05 | 98.2 | 99.3 | 97.5 | 97.7 | 78 | 73.3 | 93.2 | |
| AdaptCLIPShots=42026.05 | 98.2 | 99.3 | 97.7 | 97.8 | 78.4 | 73.8 | 93.6 | |
| WinCLIP+Shots=12026.05 | 98.1 | 99.1 | 96.9 | 96.8 | 48.8 | 52 | 90.3 | |
| AdaptCLIPShots=12026.05 | 98 | 99.3 | 97.4 | 97.3 | 76.9 | 72.5 | 93.1 | |
| Res2CLIP†Shots=42026.05 | 97.7 | 99.1 | 96.8 | 98 | 79.2 | 75.1 | 95 | |
| Res2CLIP†Shots=22026.05 | 97.4 | 99 | 96.5 | 97.7 | 78.4 | 74.8 | 94.7 | |
| Res2CLIP†Shots=12026.05 | 97.2 | 99 | 96.1 | 97.4 | 77.5 | 74.1 | 94.6 | |
| Res2CLIP*Shots=42026.05 | 96.9 | 98.8 | 96 | 96.6 | 73.2 | 71.2 | 92.2 | |
| Res2CLIP*Shots=22026.05 | 95.9 | 98.4 | 94.9 | 95.9 | 71.2 | 69.9 | 90.8 | |
| Res2CLIP*Shots=12026.05 | 95.5 | 98.1 | 94.3 | 95.3 | 69.5 | 68.7 | 90.3 | |
| AnomalyCLIP+Shots=12026.05 | 95.3 | 98.1 | 94.5 | 96.3 | 70.6 | 68 | 91.5 | |
| AnomalyCLIP+Shots=42026.05 | 95.3 | 98.1 | 94.6 | 96.9 | 71.8 | 68.7 | 92.2 | |
| AnomalyCLIP+Shots=22026.05 | 95 | 98 | 94.6 | 96.7 | 71.2 | 68.4 | 91.7 |