Pixel-level Anomaly Detection on DTD-Synthetic
98.8AUROCMoECLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 98.8 | — | 62.7 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 98.2 | — | 66.7 | |
| AdaCLIPsupervised_training=true2024.07 | 97.9 | 71.6 | — | |
| APRIL-GANsupervised_training=true2024.07 | 97.8 | 72.7 | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 97.6 | — | 61.7 | |
| DINOV2supervised_training=false2024.07 | 97 | 63.4 | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 96.5 | — | 67.7 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 96.4 | — | 57.7 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 96.2 | — | 54 | |
| SAMsupervised_training=false2024.07 | 95 | 56.7 | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 82.5 | — | 11.6 | |
| WinCLIPsupervised_training=false2024.07 | 79.5 | 16.1 | — | |
| SAAsupervised_training=false2024.07 | 76.7 | 60.6 | — |