Anomaly Detection on MPDD (I-AUROC, P-AUROC)
88I-AUROCIDEAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IDEALFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 88 | 98.7 | |
| IDEALFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 87.6 | 98.5 | |
| AnomalyGPTShot=4-shot, Publication Year=AAAI’242026.05 | 85.9 | 96.7 | |
| HyperFSADShot=4-shot, Publication Year=-2026.05 | 84.7 | 97 | |
| HyperFSADShot=2-shot, Publication Year=-2026.05 | 84.5 | 96.8 | |
| HyperFSADShot=1-shot, Publication Year=-2026.05 | 84.1 | 96.7 | |
| WinCLIPShot=4-shot, Publication Year=CVPR’232026.05 | 84 | 97 | |
| PromptADShot=4-shot, Publication Year=CVPR’242026.05 | 84 | 97.3 | |
| PromptADShot=2-shot, Publication Year=CVPR’242026.05 | 83.3 | 96.8 | |
| InCTRLFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 83.2 | 94.1 | |
| ReMP-ADShot=2-shot, Publication Year=ICCV’252026.05 | 83.1 | 96.5 | |
| NAGLFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 83.1 | 97.9 | |
| FastReconShot=4-shot, Publication Year=ICCV’232026.05 | 81.9 | 96.9 | |
| FastReconShot=2-shot, Publication Year=ICCV’232026.05 | 81.8 | 96.5 | |
| DRAFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 81.8 | 94.9 | |
| IDEALFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 81.6 | 98 | |
| WinCLIPShot=2-shot, Publication Year=CVPR’232026.05 | 81.5 | 96.5 | |
| NAGLFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 81.4 | 97.7 | |
| AHLFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 81 | 95.2 | |
| RegADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 80.8 | 95.7 | |
| PromptADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 80.6 | 96.5 | |
| FoundADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 80.3 | 96.2 | |
| NAGLFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 80.2 | 97.3 | |
| ReMP-ADShot=4-shot, Publication Year=ICCV’252026.05 | 80 | 97 | |
| WinCLIPShot=1-shot, Publication Year=CVPR’232026.05 | 79.9 | 95.6 | |
| AnomalyGPTShot=2-shot, Publication Year=AAAI’242026.05 | 79.7 | 96.3 | |
| InCTRLFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 79.4 | 93.7 | |
| PromptADShot=1-shot, Publication Year=CVPR’242026.05 | 79.3 | 96 | |
| ReMP-ADShot=1-shot, Publication Year=ICCV’252026.05 | 78.6 | 96 | |
| IDEALFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 78.5 | 97.9 | |
| PromptADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 78.3 | 96.5 | |
| FoundADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 77.6 | 95.8 | |
| NAGLFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 77.1 | 96.5 | |
| PromptADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 76.8 | 96.1 | |
| FastReconShot=1-shot, Publication Year=ICCV’232026.05 | 76.5 | 96.2 | |
| APRIL-GANShot=4-shot, Publication Year=CVPR’232026.05 | 76.5 | 95.3 | |
| RegADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 76.3 | 95.2 | |
| InCTRLFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75.9 | 93.5 | |
| PromptADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75.8 | 95.1 | |
| APRIL-GANShot=1-shot, Publication Year=CVPR’232026.05 | 75.1 | 94.9 | |
| APRIL-GANShot=2-shot, Publication Year=CVPR’232026.05 | 75.1 | 95.1 | |
| ResADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 75.1 | 96.1 | |
| InCTRLFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.8 | 93.1 | |
| WinCLIPFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 74.7 | 95.6 | |
| FoundADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 73.9 | 95.7 | |
| DRAFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 73.4 | 93.9 | |
| AHLFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 73.3 | 94.3 | |
| AnomalyGPTShot=1-shot, Publication Year=AAAI’242026.05 | 72.4 | 95.6 | |
| RegADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 71.9 | 94.5 | |
| KAG-promptShot=4-shot, Publication Year=AAAI’252026.05 | 71.6 | 96.6 | |
| WinCLIPFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 71 | 95.4 | |
| WinCLIPFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 70.8 | 94.7 | |
| FoundADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 70.6 | 95.4 | |
| ResADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 70.3 | 95.7 | |
| WinCLIPFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 70.2 | 94.3 | |
| RegADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 69.7 | 92.5 | |
| KAG-promptShot=2-shot, Publication Year=AAAI’252026.05 | 69.4 | 96.1 | |
| ResADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 68.4 | 94.4 | |
| KAG-promptShot=1-shot, Publication Year=AAAI’252026.05 | 68.3 | 96 | |
| ResADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 67.7 | 92.7 | |
| RegADShot=4-shot, Publication Year=20222026.05 | 61.1 | 94.9 | |
| RegADShot=2-shot, Publication Year=20222026.05 | 52.5 | 94 | |
| RegADShot=1-shot, Publication Year=20222026.05 | 47.9 | 93.2 |