Anomaly Detection on VisA 1-shot
92.2F1-maxHyperFSAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HyperFSADPub.'Year=-2026.05 | 92.2 | — | 95.3 | — | |
| ReMP-ADShots=12026.05 | 87.8 | 92.1 | 94 | 91.8 | |
| APRIL-GANShots=12026.05 | 87.1 | 91.6 | 93.6 | 90.1 | |
| AdaptCLIPShots=12026.05 | 87 | 91.2 | 93 | 91.2 | |
| APRIL-GAN2024.05 | 86.9 | 91.2 | 93.3 | — | |
| ReMP-ADPub.'Year=ICCV’252026.05 | 86.9 | — | 93.1 | — | |
| KAG-promptPub.'Year=AAAI’252026.05 | 86.9 | — | 92.1 | — | |
| Res2CLIP†Shots=12026.05 | 86.1 | 89.5 | 90.7 | 92 | |
| Res2CLIP*Shots=12026.05 | 85.4 | 88.2 | 89.4 | 89.6 | |
| AnomalyGPTPub.'Year=AAAI’242026.05 | 84.4 | — | 87.4 | — | |
| AnomalyDINO-SResolution=6722024.05 | 84.3 | 87.4 | 89 | — | |
| PromptADPub.'Year=CVPR’242026.05 | 83.3 | — | 86.8 | — | |
| WinCLIP+2024.05 | 83.1 | 83.8 | 85.1 | — | |
| AnomalyDINO-SResolution=4482024.05 | 83.1 | 85.6 | 86.6 | — | |
| APRIL-GANPub.'Year=CVPR’232026.05 | 83.1 | — | 90.5 | — | |
| WinCLIPPub.'Year=CVPR’232026.05 | 82.8 | — | 87 | — | |
| WinCLIP+Shots=12026.05 | 82.1 | 82.9 | 84.5 | 80.2 | |
| PatchCore+2024.05 | 81.7 | 79.9 | 82.8 | — | |
| FastReconPub.'Year=ICCV’232026.05 | 81.4 | — | 82.3 | — | |
| AnomalyCLIP+Shots=12026.05 | 81 | 80 | 82.2 | 89.6 | |
| SPADE2024.05 | 80.7 | 79.5 | 82 | — | |
| RegADPub.'Year=20222026.05 | 76.2 | — | 72.2 | — | |
| PaDiM+2024.05 | 75.3 | 62.8 | 68.3 | — |