Pixel-Level Anomaly Detection on DTD (AUROC, AUPR)
0.991AUROCUniADet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv3 ViT-L/162026.01 | 0.991 | 0.759 | |
| EntroADProtocol=Zero-shot2026.05 | 0.985 | 0.926 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=CLIP ViT-L/14@336px2026.01 | 0.984 | 0.643 | |
| AdaCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 0.983 | 0.752 | |
| UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv2-R ViT-L/162026.01 | 0.983 | 0.719 | |
| FAPromptProtocol=Zero-shot2026.05 | 0.982 | 0.918 | |
| MRADProtocol=Zero-shot2026.05 | 0.981 | 0.898 | |
| FiLoProtocol=Zero-shot2026.05 | 0.98 | 0.775 | |
| AnomalyCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 0.979 | 0.626 | |
| AnomalyCLIPProtocol=Zero-shot2026.05 | 0.979 | 0.923 | |
| Bayes-PFLEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 0.978 | 0.699 | |
| AdaptCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 0.977 | 0.687 | |
| AA-CLIPProtocol=Zero-shot2026.05 | 0.97 | 0.887 | |
| WinCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.01 | 0.795 | 0.098 | |
| WinCLIPProtocol=Zero-shot2026.05 | 0.795 | 0.515 |