Anomaly Detection on MVTec-AD (AUROC, AUPR, F1-MAX)
98.7AUROCANoCo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ANoCoshots=4-shot, Venue=CVPR 20262026.05 | 98.7 | 99.3 | 97.6 | |
| ANoCoshots=2-shot, Venue=CVPR 20262026.05 | 98.4 | 99.2 | 97.3 | |
| ANoCoshots=1-shot, Venue=CVPR 20262026.05 | 97.9 | 99.1 | 96.9 | |
| INP-Formershots=4-shot, Venue=CVPR 20252026.05 | 97.6 | 98.6 | 97 | |
| KAG-Promptshots=4-shot, Venue=AAAI 20252026.05 | 97.1 | 98.8 | — | |
| INP-Formershots=2-shot, Venue=CVPR 20252026.05 | 97 | 98.2 | 96.7 | |
| INP-Formershots=1-shot, Venue=CVPR 20252026.05 | 96.6 | 98.2 | 96.4 | |
| KAG-Promptshots=2-shot, Venue=AAAI 20252026.05 | 96.6 | 98.5 | — | |
| PromptADshots=4-shot, Venue=CVPR 20242026.05 | 96.6 | — | — | |
| KAG-Promptshots=1-shot, Venue=AAAI 20252026.05 | 95.8 | 98.1 | — | |
| PromptADshots=2-shot, Venue=CVPR 20242026.05 | 95.7 | — | — | |
| WinCLIPshots=4-shot, Venue=CVPR 20232026.05 | 95.2 | 97.3 | 94.7 | |
| PromptADshots=1-shot, Venue=CVPR 20242026.05 | 94.6 | — | — | |
| WinCLIPshots=2-shot, Venue=CVPR 20232026.05 | 94.4 | 97 | 94.4 | |
| WinCLIPshots=1-shot, Venue=CVPR 20232026.05 | 93.1 | 96.5 | 93.7 | |
| PatchCoreshots=4-shot, Venue=CVPR 20222026.05 | 88.8 | 94.5 | 92.6 | |
| PatchCoreshots=2-shot, Venue=CVPR 20222026.05 | 86.3 | 93.8 | 92 | |
| SPADEshots=4-shot, Venue=arXiv 20202026.05 | 84.8 | 92.5 | 91.5 | |
| PatchCoreshots=1-shot, Venue=CVPR 20222026.05 | 83.4 | 92.2 | 90.5 | |
| SPADEshots=2-shot, Venue=arXiv 20202026.05 | 82.9 | 91.7 | 91.1 | |
| SPADEshots=1-shot, Venue=arXiv 20202026.05 | 81 | 90.6 | 90.3 |