Anomaly Classification on Real-IAD few-shot
70.44AccuracyUniADC(DINO)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniADC(DINO)Kn=2, Ka=1, setting=few-shot, Backbone=DINOv32025.11 | 70.44 | 35.57 | |
| UniADC(CLIP)Kn=2, Ka=1, setting=few-shot, Backbone=CLIP2025.11 | 70.24 | 34.49 | |
| NAGL+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 58.8 | 34.45 | |
| PromptAD+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 54.92 | 31.78 | |
| SegDINOKn=2, Ka=1, setting=few-shot2025.11 | 54.4 | 22.34 | |
| AnomalyCLIP+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 52.73 | 32.03 | |
| WinCLIP+ZipAFKn=2, Ka=1, setting=few-shot2025.11 | 51.96 | 28.18 |