Anomaly Localization on VisA (AUROC, PRO, AP)
93.1PROHyperFSAD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HyperFSADShots=4-shot2026.05 | 93.1 | — | 41.4 | |
| HyperFSADShots=2-shot2026.05 | 92.4 | — | 40.4 | |
| ReMP-ADShots=4-shot, Pub./Year=ICCV’252026.05 | 92.3 | — | 41.6 | |
| ReMP-ADShots=2-shot, Pub./Year=ICCV’252026.05 | 92 | — | 38.8 | |
| HyperFSADShots=1-shot2026.05 | 91.7 | — | 38.7 | |
| ReMP-ADShots=1-shot, Pub./Year=ICCV’252026.05 | 91.5 | — | 37.2 | |
| FB-CLIPZero-shot=true2026.03 | 91.4 | 96.3 | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 90.1 | 95.6 | 28.9 | |
| PromptADShots=4-shot, Pub./Year=CVPR’242026.05 | 89.5 | — | 37.5 | |
| PromptADShots=2-shot, Pub./Year=CVPR’242026.05 | 89.4 | — | 34.4 | |
| AF-CLIPZero-shot=true2026.03 | 88.7 | 96.2 | — | |
| PromptADShots=1-shot, Pub./Year=CVPR’242026.05 | 88.4 | — | 29.1 | |
| FAPromptZero-shot=true2026.03 | 87.7 | 95.9 | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 87 | 95.5 | 21.3 | |
| AnomalyCLIPZero-shot=true2026.03 | 87 | 95.5 | — | |
| APRIL-GANShots=1-shot, Pub./Year=CVPR’232026.05 | 87 | — | 29.3 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 86.9 | 95 | 26.3 | |
| VANDZero-shot=true2026.03 | 86.8 | 94.2 | — | |
| APRIL-GANShots=2-shot, Pub./Year=CVPR’232026.05 | 86.8 | — | 30.1 | |
| APRIL-GANShots=4-shot, Pub./Year=CVPR’232026.05 | 86.6 | — | 30.6 | |
| WinCLIPShots=4-shot, Pub./Year=CVPR’232026.05 | 86.5 | — | 25.7 | |
| FastReconShots=4-shot, Pub./Year=ICCV’232026.05 | 86.2 | — | 32.5 | |
| WinCLIPShots=2-shot, Pub./Year=CVPR’232026.05 | 85.9 | — | 23.6 | |
| KAG-promptShots=4-shot, Pub./Year=AAAI’252026.05 | 85.5 | — | 38.8 | |
| FastReconShots=1-shot, Pub./Year=ICCV’232026.05 | 85.2 | — | 26 | |
| WinCLIPShots=1-shot, Pub./Year=CVPR’232026.05 | 85.2 | — | 19.2 | |
| FastReconShots=2-shot, Pub./Year=ICCV’232026.05 | 85.2 | — | 30.6 | |
| KAG-promptShots=2-shot, Pub./Year=AAAI’252026.05 | 85.2 | — | 37.5 | |
| KAG-promptShots=1-shot, Pub./Year=AAAI’252026.05 | 83.5 | — | 37 | |
| AA-CLIPZero-shot=true2026.03 | 83 | 95.5 | — | |
| RegADShots=4-shot, Pub./Year=20222026.05 | 72.8 | — | 21.4 | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 71.3 | 95.1 | 29.2 | |
| RegADShots=2-shot, Pub./Year=20222026.05 | 70.2 | — | 21.6 | |
| RegADShots=1-shot, Pub./Year=20222026.05 | 68.7 | — | 17.9 | |
| AnomalyGPTShots=4-shot, Pub./Year=AAAI’242026.05 | 65.4 | — | 20.8 | |
| AnomalyGPTShots=1-shot, Pub./Year=AAAI’242026.05 | 65.3 | — | 16.8 | |
| AnomalyGPTShots=2-shot, Pub./Year=AAAI’242026.05 | 65 | — | 19.7 | |
| AdaCLIPZero-shot=true2026.03 | 60 | 95.8 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 56.8 | 79.6 | 5 | |
| WinCLIPZero-shot=true2026.03 | 56.8 | 79.6 | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 46.3 | 95.5 | 25 |