Anomaly Segmentation on CVC-ColonDB
84.7AUROCMRAD-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRAD-CLIPTraining setting=Training-based2026.01 | 84.7 | 73.9 | |
| MRAD-FTTraining setting=Training-based2026.01 | 82.8 | 72.9 | |
| FAPromptTraining setting=Training-based2026.01 | 82.5 | 70.7 | |
| AnomalyCLIPC=1, Tuned on MVTec AD=true2023.10 | 81.9 | 71.3 | |
| AnomalyCLIPTraining setting=Training-based2026.01 | 81.9 | 71.4 | |
| AdaCLIPTraining setting=Training-based2026.01 | 79.3 | 6.5 | |
| VANDC=1, Tuned on MVTec AD=true2023.10 | 78.4 | 64.6 | |
| MRAD-TFTraining setting=Train-free2026.01 | 77.6 | 59.6 | |
| WinCLIPC=1, Zero-shot=true2023.10 | 70.3 | 32.5 | |
| WinCLIPTraining setting=Train-free2026.01 | 64.8 | 28.4 | |
| CLIPC=1, Zero-shot=true2023.10 | 49.5 | 15.8 | |
| CLIP-ACC=1, Zero-shot=true2023.10 | 49.5 | 11.5 | |
| CoOpC=1, Tuned on MVTec AD=true2023.10 | 40.5 | 2.6 |