Anomaly Detection on DTD Synth
95.2Instance AUROCCoPS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoPSPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 95.2 | 98.1 | |
| WinCLIPPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 95 | 97.9 | |
| FAPromptPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 94.9 | 97.6 | |
| AnomalyCLIPPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 94.5 | 97.7 | |
| AdaCLIPPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 92.8 | 97 | |
| CLIP-ADPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 91.5 | 96.8 | |
| APRIL-GANPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | 83.9 | 93.6 |