Anomaly Segmentation on ISIC (P-AUROC, PRO)
91.3P-AUROCMRAD-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRAD-CLIPTraining setting=Training-based2026.01 | 91.3 | 83.4 | |
| MRAD-FTTraining setting=Training-based2026.01 | 90.9 | 83.6 | |
| FAPromptTraining setting=Training-based2026.01 | 88.9 | 81.2 | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 88.4 | 78.1 | |
| AdaCLIPTraining setting=Training-based2026.01 | 85.4 | 5.3 | |
| MRAD-TFTraining setting=Train-free2026.01 | 84.4 | 72.1 | |
| WinCLIPTraining setting=Train-free2026.01 | 83.5 | 55.1 |