Pixel-level Anomaly Localization on BTAD
86.1PROHyperFSAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HyperFSADShots=4-shot2026.05 | 86.1 | — | 72.2 | |
| HyperFSADShots=2-shot2026.05 | 85.4 | — | 71.2 | |
| SSVPsetting=zero-shot2026.01 | 84.7 | 96.5 | 51.2 | |
| HyperFSADShots=1-shot2026.05 | 84.7 | — | 69.4 | |
| ReMP-ADShots=2-shot, Pub./Year=ICCV’252026.05 | 83.2 | — | 61 | |
| ReMP-ADShots=4-shot, Pub./Year=ICCV’252026.05 | 83.2 | — | 61.6 | |
| ReMP-ADShots=1-shot, Pub./Year=ICCV’252026.05 | 82.8 | — | 58.1 | |
| FastReconShots=4-shot, Pub./Year=ICCV’232026.05 | 80.8 | — | 62.2 | |
| FastReconShots=1-shot, Pub./Year=ICCV’232026.05 | 80.6 | — | 60 | |
| FastReconShots=2-shot, Pub./Year=ICCV’232026.05 | 80.5 | — | 61.6 | |
| PromptADShots=4-shot, Pub./Year=CVPR’242026.05 | 80.1 | — | 62.5 | |
| PromptADShots=2-shot, Pub./Year=CVPR’242026.05 | 79.6 | — | 62.3 | |
| PromptADShots=1-shot, Pub./Year=CVPR’242026.05 | 79.4 | — | 61.3 | |
| RegADShots=4-shot, Pub./Year=20222026.05 | 75.5 | — | 44.1 | |
| APRIL-GANShots=4-shot, Pub./Year=CVPR’232026.05 | 74.6 | — | 50.9 | |
| RegADShots=2-shot, Pub./Year=20222026.05 | 74.1 | — | 42.3 | |
| AnomalyGPTShots=4-shot, Pub./Year=AAAI’242026.05 | 73.5 | — | 50.6 | |
| APRIL-GANShots=1-shot, Pub./Year=CVPR’232026.05 | 73.4 | — | 50.4 | |
| Bayes-PFLsetting=zero-shot2026.01 | 73.3 | 90.2 | 45.1 | |
| APRIL-GANShots=2-shot, Pub./Year=CVPR’232026.05 | 73.2 | — | 50.8 | |
| AnomalyGPTShots=2-shot, Pub./Year=AAAI’242026.05 | 72.4 | — | 50.6 | |
| KAG-promptShots=1-shot, Pub./Year=AAAI’252026.05 | 72.1 | — | 52 | |
| KAG-promptShots=2-shot, Pub./Year=AAAI’252026.05 | 71.8 | — | 52.5 | |
| AnomalyGPTShots=1-shot, Pub./Year=AAAI’242026.05 | 71.7 | — | 49.9 | |
| KAG-promptShots=4-shot, Pub./Year=AAAI’252026.05 | 70.9 | — | 52.5 | |
| RegADShots=1-shot, Pub./Year=20222026.05 | 68.9 | — | 33.1 | |
| WinCLIPShots=4-shot, Pub./Year=CVPR’232026.05 | 64.7 | — | 28.5 | |
| WinCLIPShots=2-shot, Pub./Year=CVPR’232026.05 | 63.4 | — | 27.5 | |
| WinCLIPShots=1-shot, Pub./Year=CVPR’232026.05 | 61.7 | — | 26 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 43.3 | 90.2 | 38.2 | |
| APRIL-GANsetting=zero-shot2026.01 | 43 | 91.3 | 32.9 | |
| WinCLIPsetting=zero-shot2026.01 | 31.8 | 68.4 | 10.1 | |
| AdaCLIPsetting=zero-shot2026.01 | 15.8 | 87.1 | 34.3 |