Anomaly Detection on DTD-Synthetic (test)
96AUROCMRAD-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRAD-CLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 96 | 98.4 | |
| FAPromptTraining Setting=Training-Based, Zero-shot=true2026.01 | 95.4 | 97.8 | |
| AnomalyCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 94.5 | 97.7 | |
| MRAD-FTTraining Setting=Training-Based, Zero-shot=true2026.01 | 94.1 | 97.8 | |
| AnomalyCLIPCategory=Texture, |C|=12, Backbone=ViT-L/14@336px2023.10 | 93.5 | 97 | |
| WinCLIPCategory=Texture, |C|=122023.10 | 93.2 | 92.6 | |
| AdaCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 92.8 | 97 | |
| VANDCategory=Texture, |C|=122023.10 | 86.4 | 95 | |
| MRAD-TFTraining Setting=Train-Free, Zero-shot=true2026.01 | 79.1 | 89.6 | |
| CLIPCategory=Texture, |C|=122023.10 | 71.6 | 85.7 | |
| CLIP-ACCategory=Texture, |C|=122023.10 | 66.8 | 83.2 | |
| WinCLIPTraining Setting=Train-Free, Zero-shot=true2026.01 | 63.8 | 83.5 |