Anomaly Classification on VisA
98.9Image AUCDDAD-10
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDAD-102023.05 | 98.9 | 94.9 | 99.9 | 100 | 94.5 | 99 | 99.2 | 99.2 | 100 | 99.7 | 97.2 | 100 | 100 | — | |
| OmniAL2023.05 | 94.2 | 85.1 | 87.9 | 97.1 | 98.1 | 97 | 96.9 | 89.9 | 96.6 | 99.4 | 96.9 | 97.4 | 91.4 | — | |
| DRAEM2023.05 | 88.7 | 91.8 | 74.7 | 95.1 | 94.8 | 97.4 | 97.2 | 85 | 47.6 | 89.8 | 92 | 98.6 | 100 | — | |
| SPD2023.05 | 87.8 | 89.1 | 68.1 | 90.5 | 99.3 | 89.8 | 85.7 | 70.8 | 92.7 | 87.9 | 85.4 | 99.1 | 95.6 | — | |
| KAnoCLIPBackbone=ViT-L/14@336px, Setting=Zero-shot2025.01 | 83.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MVFA-ADVenue=CVPR 2024, Setting=Zero-shot2025.01 | 82.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPVenue=ICLR 2024, Setting=Zero-shot2025.01 | 82.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPVenue=CVPR 2023, Setting=Zero-shot2025.01 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIP2023.05 | 78.1 | 95.4 | 85 | 92.1 | 96.5 | 80.3 | 76.2 | 63.7 | 73.6 | 51.2 | 73.4 | 79.6 | 69.7 | — | |
| April-GANVenue=CVPR 2023, Setting=Zero-shot2025.01 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPVenue=ICML 2021, Setting=Zero-shot2025.01 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ACVenue=IMCL 2021, Setting=Zero-shot2025.01 | 65 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnoDiffClassifier=ResNet-342025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.86 | |
| AnoGenClassifier=ResNet-342025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.75 | |
| DualAnoDiffClassifier=ResNet-342025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.14 | |
| MAGICClassifier=ResNet-342025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.51 | |
| SeaSClassifier=ResNet-342025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.55 |