Pixel-level Anomaly Localization on RESC
86.8P-PROPromptAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PromptADShots=4-shot, Pub./Year=CVPR’242026.05 | 86.8 | 71.3 | |
| PromptADShots=2-shot, Pub./Year=CVPR’242026.05 | 86.6 | 69.9 | |
| PromptADShots=1-shot, Pub./Year=CVPR’242026.05 | 85.8 | 68.2 | |
| FastReconShots=2-shot, Pub./Year=ICCV’232026.05 | 84.7 | 68.4 | |
| HyperFSADShots=4-shot2026.05 | 84 | 66.5 | |
| HyperFSADShots=2-shot2026.05 | 83.8 | 65.7 | |
| FastReconShots=1-shot, Pub./Year=ICCV’232026.05 | 83.6 | 66.5 | |
| FastReconShots=4-shot, Pub./Year=ICCV’232026.05 | 82.8 | 68.5 | |
| HyperFSADShots=1-shot2026.05 | 82.4 | 61.7 | |
| APRIL-GANShots=4-shot, Pub./Year=CVPR’232026.05 | 77.6 | 57.3 | |
| ReMP-ADShots=4-shot, Pub./Year=ICCV’252026.05 | 77.5 | 53.7 | |
| APRIL-GANShots=2-shot, Pub./Year=CVPR’232026.05 | 76.5 | 56 | |
| ReMP-ADShots=2-shot, Pub./Year=ICCV’252026.05 | 75.7 | 50 | |
| WinCLIPShots=4-shot, Pub./Year=CVPR’232026.05 | 75.7 | 38.4 | |
| APRIL-GANShots=1-shot, Pub./Year=CVPR’232026.05 | 74.9 | 54.1 | |
| WinCLIPShots=2-shot, Pub./Year=CVPR’232026.05 | 74.6 | 35.7 | |
| WinCLIPShots=1-shot, Pub./Year=CVPR’232026.05 | 73.3 | 33.4 | |
| ReMP-ADShots=1-shot, Pub./Year=ICCV’252026.05 | 71.2 | 43.9 | |
| RegADShots=4-shot, Pub./Year=20222026.05 | 60 | 18.1 | |
| AnomalyGPTShots=4-shot, Pub./Year=AAAI’242026.05 | 60 | 28.5 | |
| AnomalyGPTShots=2-shot, Pub./Year=AAAI’242026.05 | 59 | 27.9 | |
| AnomalyGPTShots=1-shot, Pub./Year=AAAI’242026.05 | 58.5 | 27.4 | |
| RegADShots=2-shot, Pub./Year=20222026.05 | 54.5 | 15.1 | |
| KAG-promptShots=4-shot, Pub./Year=AAAI’252026.05 | 53.9 | 24.1 | |
| RegADShots=1-shot, Pub./Year=20222026.05 | 53.2 | 14.6 | |
| KAG-promptShots=1-shot, Pub./Year=AAAI’252026.05 | 51.2 | 20.3 | |
| KAG-promptShots=2-shot, Pub./Year=AAAI’252026.05 | 50.4 | 21.8 |