Pixel-level Anomaly Localization on MPDD
94.2P-PROReMP-AD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ReMP-ADShots=4-shot, Pub./Year=ICCV’252026.05 | 94.2 | 39.7 | |
| PromptADShots=4-shot, Pub./Year=CVPR’242026.05 | 94 | 40.5 | |
| ReMP-ADShots=2-shot, Pub./Year=ICCV’252026.05 | 93.2 | 37.4 | |
| AnomalyGPTShots=4-shot, Pub./Year=AAAI’242026.05 | 93.2 | 40.8 | |
| FastReconShots=4-shot, Pub./Year=ICCV’232026.05 | 93.1 | 37.8 | |
| FastReconShots=2-shot, Pub./Year=ICCV’232026.05 | 92.7 | 35.7 | |
| PromptADShots=2-shot, Pub./Year=CVPR’242026.05 | 92.6 | 34.5 | |
| ReMP-ADShots=1-shot, Pub./Year=ICCV’252026.05 | 92.2 | 34.5 | |
| AnomalyGPTShots=2-shot, Pub./Year=AAAI’242026.05 | 91.8 | 34.5 | |
| WinCLIPShots=4-shot, Pub./Year=CVPR’232026.05 | 90.7 | 29.3 | |
| HyperFSADShots=4-shot2026.05 | 90.6 | 41 | |
| PromptADShots=1-shot, Pub./Year=CVPR’242026.05 | 90.4 | 30.1 | |
| HyperFSADShots=1-shot2026.05 | 90.4 | 36.8 | |
| KAG-promptShots=4-shot, Pub./Year=AAAI’252026.05 | 90.2 | 35.4 | |
| HyperFSADShots=2-shot2026.05 | 90 | 39.3 | |
| AnomalyGPTShots=1-shot, Pub./Year=AAAI’242026.05 | 89.9 | 31.3 | |
| WinCLIPShots=2-shot, Pub./Year=CVPR’232026.05 | 89.4 | 26.8 | |
| FastReconShots=1-shot, Pub./Year=ICCV’232026.05 | 89.3 | 26 | |
| KAG-promptShots=2-shot, Pub./Year=AAAI’252026.05 | 88.1 | 34.2 | |
| KAG-promptShots=1-shot, Pub./Year=AAAI’252026.05 | 88 | 33.4 | |
| APRIL-GANShots=4-shot, Pub./Year=CVPR’232026.05 | 86.9 | 31.4 | |
| WinCLIPShots=1-shot, Pub./Year=CVPR’232026.05 | 86.7 | 23.6 | |
| APRIL-GANShots=2-shot, Pub./Year=CVPR’232026.05 | 86.6 | 30.2 | |
| APRIL-GANShots=1-shot, Pub./Year=CVPR’232026.05 | 85.1 | 28.3 | |
| RegADShots=4-shot, Pub./Year=20222026.05 | 83.3 | 16.4 | |
| RegADShots=2-shot, Pub./Year=20222026.05 | 79.3 | 13.1 | |
| RegADShots=1-shot, Pub./Year=20222026.05 | 74.6 | 8.4 |