Anomaly Segmentation on DTD-Synthetic (test)
0.923PROAnomalyCLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AnomalyCLIPCategory=Texture, |C|=12, Backbone=ViT-L/14@336px2023.10 | 0.923 | 0.979 | — | |
| MRAD-FTTraining setting=Training-based2026.01 | 0.908 | — | 0.972 | |
| MRAD-CLIPTraining setting=Training-based2026.01 | 0.898 | — | 0.981 | |
| FAPromptTraining setting=Training-based2026.01 | 0.894 | — | 0.977 | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 0.883 | — | 0.976 | |
| VANDCategory=Texture, |C|=122023.10 | 0.869 | 0.953 | — | |
| MRAD-TFTraining setting=Train-free2026.01 | 0.738 | — | 0.907 | |
| WinCLIPCategory=Texture, |C|=122023.10 | 0.578 | 0.839 | — | |
| WinCLIPTraining setting=Train-free2026.01 | 0.51 | — | 0.784 | |
| AdaCLIPTraining setting=Training-based2026.01 | 0.249 | — | 0.941 | |
| CLIPCategory=Texture, |C|=122023.10 | 0.125 | 0.339 | — | |
| CLIP-ACCategory=Texture, |C|=122023.10 | 0.055 | 0.237 | — |