Anomaly Detection on VisA 4-shot
92.6F1-maxHyperFSAD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HyperFSADPub.'Year=-2026.05 | 92.6 | — | 95.8 | — | — | — | — | |
| ReMP-ADPub.'Year=ICCV’252026.05 | 89.5 | — | 95.3 | — | — | — | — | |
| ReMP-ADShots=42026.05 | 89 | 93.3 | 94.8 | 96.9 | 34.8 | 42.5 | 91.9 | |
| KAG-promptPub.'Year=AAAI’252026.05 | 88.9 | — | 93.9 | — | — | — | — | |
| AnomalyDINO-SResolution=6722024.05 | 88.8 | 92.6 | 92.9 | — | — | — | — | |
| AdaptCLIPShots=42026.05 | 88.8 | 93.3 | 94.5 | 97.3 | 42 | 47.2 | 92 | |
| APRIL-GAN2024.05 | 88.4 | 92.6 | 94.5 | — | — | — | — | |
| APRIL-GANShots=42026.05 | 88.3 | 92.8 | 94.6 | 96.2 | 31.8 | 39.5 | 90.1 | |
| AnomalyDINO-SResolution=4482024.05 | 87.5 | 91.3 | 91.8 | — | — | — | — | |
| Res2CLIP†Shots=42026.05 | 87.5 | 91.1 | 91.6 | 98 | 41 | 47.3 | 93.3 | |
| AnomalyGPTPub.'Year=AAAI’242026.05 | 87.2 | — | 92.6 | — | — | — | — | |
| Res2CLIP*Shots=42026.05 | 86.8 | 90.1 | 90.9 | 97.3 | 31.4 | 40.5 | 90.8 | |
| PatchCore+2024.05 | 84.3 | 85.3 | 87.5 | — | — | — | — | |
| WinCLIP+2024.05 | 84.2 | 87.3 | 88.8 | — | — | — | — | |
| PromptADPub.'Year=CVPR’242026.05 | 83.9 | — | 89.2 | — | — | — | — | |
| APRIL-GANPub.'Year=CVPR’232026.05 | 83.3 | — | 91.1 | — | — | — | — | |
| WinCLIP+Shots=42026.05 | 82.9 | 84.4 | 85.6 | 95.2 | 17.9 | 25.4 | 81.3 | |
| WinCLIPPub.'Year=CVPR’232026.05 | 82.8 | — | 87.8 | — | — | — | — | |
| FastReconPub.'Year=ICCV’232026.05 | 82.6 | — | 85.1 | — | — | — | — | |
| SPADE2024.05 | 82.1 | 81.7 | 83.4 | — | — | — | — | |
| AnomalyCLIP+Shots=42026.05 | 81.3 | 81.7 | 84 | 96.5 | 29.3 | 38 | 89.7 | |
| PaDiM+2024.05 | 78 | 72.8 | 75.6 | — | — | — | — | |
| RegADPub.'Year=20222026.05 | 77.1 | — | 73.9 | — | — | — | — | |
| ADPe2024.05 | — | 88.4 | — | — | — | — | — |