Anomaly Segmentation on CVC-ClinicDB
87.3AUROCMRAD-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRAD-CLIPTraining setting=Training-based2026.01 | 87.3 | 73.9 | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 85.9 | 69.6 | |
| MRAD-FTTraining setting=Training-based2026.01 | 85.9 | 72.2 | |
| FAPromptTraining setting=Training-based2026.01 | 84.7 | 68.1 | |
| AdaCLIPTraining setting=Training-based2026.01 | 84.3 | 14.6 | |
| AnomalyCLIPC=1, Tuned on MVTec AD=true2023.10 | 82.9 | 67.8 | |
| MRAD-TFTraining setting=Train-free2026.01 | 81.6 | 59 | |
| VANDC=1, Tuned on MVTec AD=true2023.10 | 80.5 | 60.7 | |
| WinCLIPTraining setting=Train-free2026.01 | 70.7 | 32.5 | |
| WinCLIPC=1, Zero-shot=true2023.10 | 51.2 | 13.8 | |
| CLIP-ACC=1, Zero-shot=true2023.10 | 48.5 | 12.6 | |
| CLIPC=1, Zero-shot=true2023.10 | 47.5 | 18.9 | |
| CoOpC=1, Tuned on MVTec AD=true2023.10 | 34.8 | 2.4 |