Anomaly Localization on VisA (AUROC, PRO, F1-MAX)
98.8AUROCANoCo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ANoCoshots=4-shot, Venue=CVPR 20262026.05 | 98.8 | 95.7 | 54.2 | |
| ANoCoshots=1-shot, Venue=CVPR 20262026.05 | 98.7 | 94.9 | 51.9 | |
| ANoCoshots=2-shot, Venue=CVPR 20262026.05 | 98.7 | 94.7 | 53 | |
| KAG-Promptshots=4-shot, Venue=AAAI 20252026.05 | 97.7 | 87.6 | — | |
| INP-Formershots=4-shot, Venue=CVPR 20252026.05 | 97.7 | 93.1 | 54.3 | |
| KAG-Promptshots=2-shot, Venue=AAAI 20252026.05 | 97.4 | 86.7 | — | |
| PromptADshots=4-shot, Venue=CVPR 20242026.05 | 97.4 | 86.2 | — | |
| INP-Formershots=2-shot, Venue=CVPR 20252026.05 | 97.2 | 91.8 | 50.4 | |
| WinCLIPshots=4-shot, Venue=CVPR 20232026.05 | 97.2 | 87.6 | 47 | |
| PromptADshots=2-shot, Venue=CVPR 20242026.05 | 97.1 | 85.8 | — | |
| KAG-Promptshots=1-shot, Venue=AAAI 20252026.05 | 97 | 85.2 | — | |
| WinCLIPshots=2-shot, Venue=CVPR 20232026.05 | 96.8 | 86.2 | 43.5 | |
| PatchCoreshots=4-shot, Venue=CVPR 20222026.05 | 96.8 | 84.9 | 43.9 | |
| PromptADshots=1-shot, Venue=CVPR 20242026.05 | 96.7 | 85.8 | — | |
| SPADEshots=4-shot, Venue=arXiv 20202026.05 | 96.6 | 87.3 | 43.6 | |
| WinCLIPshots=1-shot, Venue=CVPR 20232026.05 | 96.4 | 85.1 | 41.3 | |
| INP-Formershots=1-shot, Venue=CVPR 20252026.05 | 96.3 | 89.5 | 47.3 | |
| SPADEshots=1-shot, Venue=arXiv 20202026.05 | 96.2 | 85.7 | 40.5 | |
| PatchCoreshots=1-shot, Venue=CVPR 20222026.05 | 96.1 | 82.6 | 41 | |
| SPADEshots=2-shot, Venue=arXiv 20202026.05 | 95.6 | 84.1 | 35.5 | |
| PatchCoreshots=2-shot, Venue=CVPR 20222026.05 | 95.4 | 80.5 | 38 |