Anomaly Detection on BTAD (Image-level and Pixel-level AUROC)
96.5Image-level AUROCHyperFSAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperFSADShot=4-shot, Publication Year=-2026.05 | 96.5 | 98.2 | |
| HyperFSADShot=2-shot, Publication Year=-2026.05 | 96.4 | 98.1 | |
| IDEALFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 96.2 | 97.7 | |
| ReMP-ADShot=4-shot, Publication Year=ICCV’252026.05 | 96 | 97 | |
| HyperFSADShot=1-shot, Publication Year=-2026.05 | 95.9 | 97.9 | |
| IDEALFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 95.9 | 97.5 | |
| IDEALFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 95.6 | 97.2 | |
| ReMP-ADShot=2-shot, Publication Year=ICCV’252026.05 | 95.4 | 96.9 | |
| ReMP-ADShot=1-shot, Publication Year=ICCV’252026.05 | 94.8 | 96.5 | |
| FoundADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 94.6 | 95.1 | |
| FastReconShot=4-shot, Publication Year=ICCV’232026.05 | 94.4 | 97.4 | |
| FoundADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 94.3 | 94 | |
| InCTRLFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 94.3 | 94.9 | |
| FoundADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 94 | 93.2 | |
| NAGLFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 94 | 96.5 | |
| InCTRLFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93.9 | 93.6 | |
| FastReconShot=2-shot, Publication Year=ICCV’232026.05 | 93.8 | 97.2 | |
| FastReconShot=1-shot, Publication Year=ICCV’232026.05 | 93.7 | 96.8 | |
| NAGLFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93.7 | 96.5 | |
| AnomalyGPTShot=1-shot, Publication Year=AAAI’242026.05 | 93.6 | 95.7 | |
| AnomalyGPTShot=4-shot, Publication Year=AAAI’242026.05 | 93.5 | 96.2 | |
| NAGLFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93.5 | 96.3 | |
| PromptADShot=1-shot, Publication Year=CVPR’242026.05 | 93.4 | 96.1 | |
| AnomalyGPTShot=2-shot, Publication Year=AAAI’242026.05 | 93.4 | 96 | |
| IDEALFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93.4 | 97 | |
| InCTRLFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93.4 | 93 | |
| AHLFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93.3 | 94.5 | |
| DRAFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93 | 93.9 | |
| PromptADShot=2-shot, Publication Year=CVPR’242026.05 | 92.7 | 96.4 | |
| PromptADShot=4-shot, Publication Year=CVPR’242026.05 | 92.6 | 96.6 | |
| RegADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 92.2 | 96.5 | |
| NAGLFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 92 | 95.8 | |
| WinCLIPShot=4-shot, Publication Year=CVPR’232026.05 | 91.7 | 90.3 | |
| RegADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.7 | 96.3 | |
| FoundADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.4 | 91.9 | |
| RegADShot=4-shot, Publication Year=20222026.05 | 91.3 | 97.3 | |
| PromptADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.2 | 94.1 | |
| AHLFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 90.9 | 93.8 | |
| RegADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 90.8 | 95.6 | |
| PromptADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 90.8 | 93.2 | |
| WinCLIPShot=2-shot, Publication Year=CVPR’232026.05 | 90.7 | 89.6 | |
| InCTRLFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 90.5 | 92.9 | |
| DRAFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 90.5 | 93.5 | |
| PromptADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 90.3 | 92.6 | |
| KAG-promptShot=2-shot, Publication Year=AAAI’252026.05 | 89.7 | 96 | |
| PromptADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 89.6 | 92.4 | |
| WinCLIPFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 89.6 | 96 | |
| WinCLIPShot=1-shot, Publication Year=CVPR’232026.05 | 89.5 | 88.9 | |
| KAG-promptShot=1-shot, Publication Year=AAAI’252026.05 | 89.4 | 96 | |
| RegADShot=2-shot, Publication Year=20222026.05 | 88.9 | 96.9 | |
| KAG-promptShot=4-shot, Publication Year=AAAI’252026.05 | 88.4 | 96 | |
| WinCLIPFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 87.4 | 95.9 | |
| RegADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 86.6 | 94.5 | |
| APRIL-GANShot=1-shot, Publication Year=CVPR’232026.05 | 86.5 | 93 | |
| APRIL-GANShot=2-shot, Publication Year=CVPR’232026.05 | 86.1 | 93.2 | |
| APRIL-GANShot=4-shot, Publication Year=CVPR’232026.05 | 86.1 | 93.3 | |
| WinCLIPFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 85 | 95.5 | |
| WinCLIPFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 84.5 | 94.3 | |
| RegADShot=1-shot, Publication Year=20222026.05 | 84.4 | 95.6 | |
| ResADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 83.6 | 95.5 | |
| ResADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 81.5 | 95.1 | |
| ResADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 80.1 | 92.9 | |
| ResADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 78.4 | 92.3 |