Anomaly Detection on Real-IAD few-shot
89.17I-AUCUniADC(DINO)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniADC(DINO)Kn=2, Ka=1, setting=few-shot, Backbone=DINOv32025.11 | 89.17 | 98.29 | 90.34 | |
| UniADC(CLIP)Kn=2, Ka=1, setting=few-shot, Backbone=CLIP2025.11 | 87.59 | 97.39 | 89.71 | |
| NAGL+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 87.38 | 97.83 | 90.24 | |
| PromptAD+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 84.28 | 96.21 | 85.68 | |
| AnomalyCLIP+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 83.47 | 95.98 | 86.09 | |
| WinCLIP+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 82.57 | 94.87 | 80.48 | |
| SegDINOKn=2, Ka=1, setting=few-shot2025.11 | 62.16 | 86.05 | 78.21 |